{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c9cb5a94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p0iU8/fTTlRLwz5w5A4PBAAAYPXp0hffniPik64joMQr6/HFVZ64qFaL2bWDIJyIiqgQ5OgMWrNyJ4+cSAAACgEvnjqFOUEMGfAJQAQHfbDYjMzMTWq222PraBTvZLly4UOquS/TLL78AsFbuiYiIqLR+S5OekQW9wYCwNh3hrq6+D8Voc7MRe+ow0jOyKizgHz9+HAsXLsTBgwfh5uYGmUyGzp07Y9CgQdBqtcjOzsbUqVPtrtm7dy8++OADHD9+HGq1GkqlEj169MCgQYMQHR2N8PBwDBw4sELGS0REVFFSb2owZ9lWXE5KBwC4KOUY1bs1Ju1ajzpBDZ08OqoqJAv4R44cweuvv45Dhw4hLy+vzPaiKFbKwyB5eXn4/PPPoVAosHjx4jLbGwwG22w/AGRnZ1fk8OCu9oKHt/TPJtQUP//8M8aMGYOpU6di7dq1UKvVyM7OxvLly/HEE08gLy8Py5Yts7tmyZIlmD59Ot577z1s3boVSqUSN27cwOLFizFo0CCIolgpm54RERFJKS4xDXOWbUFaZi4AwEvtirenDEKetmKzClU/kjyRsX//fnTv3h1//vknDAaDXfWckl6V5bPPPsO1a9cwa9Ysh2bvFy1aBG9vb9srJCSkEkZJxUlJScHTTz+NLl264OOPP4ZarQYAeHl54bXXXsMvv/xS5JfE6OhoTJ8+HePGjcOsWbOgVCoBAHXq1MGHH36Izz//vNK/DyIiort1/FwCXvrgZ1u4D/T3wtLZj6NV40Anj4yqIklm8N98803brH1YWBhatWoFb2/vYtuKogitVotdu3YhNzdXiu5LFB8fj3nz5uHBBx/EggULHLrmtddew/Tp021fZ2dnM+Q7ydatW5GTk4N27doVe75///4YPny43bENGzbAYrGUeM1zzz2H//u//5N8rERERBXl98Pn8NE3e2DO35iweYMAvD1lEHy93J08MqqqJAn4x48fhyAImD9/Pt544w2Hrtm0aRMef/xxKbovltFoxOjRo+Ht7Y2ff/4ZCoVj36pKpYJKpaqwcZHjCiofbdu2DQsWLIC7e9G/yMaMGYOkpKQi1/z000+YPHlysTsKjxkzpoJGTEREJB1RFLFu579Ys/WI7VjHiIZ4/Zl+cHVROnFkVNVJskTHw8MDcrkcs2bNcviajh07VuhSnZkzZyI6Ohrbtm1DvXr1KqwfqjgFS6ouXLiAHj16IC4urkib+++/v9hr/vrrLwwePBipqallXkNERFTVmMxmfPzdXrtwP6R7G7z13ACGeyqTJAG/R48ecHV1LdfMd2BgICz5bzVJbenSpfjiiy+wefNmtG3btkL6oIrXt29fdOzYEQBw9OhRtG7dGosWLYJer7e1CQ4Otqug8+STT6Jx48YAgJ07d6J58+b48ssvYTabbW26dOnCCjpERFRl6fR5eHP5dvx64Izt2MRhnTF1VDfIuaEVOUCSn5KZM2dCp9Ph2LFjDl+Tm5uLOXPmSNG9nY0bN2LGjBn45ptv0KtXL8nvT5VHJpNhy5Ytthl3rVaLOXPmoFmzZvjuu++KfQdIrVZj165daNKkCQDrkp1JkyYhIiICO3furNTxExERlVd6Vi6mf7QR/565CgBQKmR4/Zl+GPlw+0qpPkg1gyQBv3379vjkk0/w6quvOnzNlStX8P7770vRvc2OHTswZswYLFmyBCNHjiyxXWVW8aG7U7t2bRw8eBDvvPMO3NzcAFgfnn7yySfRqVMnnD59usg1TZo0wYkTJ/Dyyy/bnr04c+YMBgwYgAEDBiA+Pr5SvwciIiJHXL2Wjhfe/xGx8dblpR7uKrz/4qPocX9TJ4+MqhvJ3ueZOnUq+vXrhzfffBPx8fGlvs6cOYP58+dL1TUA4I8//sDw4cMxb948PP/88yW2M5lMGDJkCDIzMyXtnyqOUqnE66+/jgsXLuDJJ5+0zWAcOXIEHTp0wJ49e4pc4+HhgY8//hinTp2yW46zc+dOtG/fHqdOnaq08RMREZUl6kIiXvzgZ6SkawAAAbU8seSVx9GmKZ8jpPKTbKOrHTt2YN26dYiKinJol1opN7rauXMnhg8fjmHDhmHYsGGIiYkp0pdOp8OlS5ewZMkShIaGwsfHR5K+qfIEBwfjm2++wUsvvYRp06bh0KFD0Ol0GD16NC5dugRPT88i17Ro0QLbtm3Dnj178MILL+Ds2bNIS0vDqFGjcPr0aci4lpGIiJxs378XsHjN7zCarM8mhoXWxjtTB6OWt9rJI6PqSpJ0s2vXLgwZMgRRUVEObXIl5RKZjRs3YujQodDr9Vi/fj1atGhR5NWyZUu0b98eI0aMwMGDBzFhwgTJ+qeKs2HDBhw4cKDI8Xbt2uHvv//GlClTAACpqanYunUrAOC9995DYmJikWt69eqF48ePY+jQoQCAc+fO4fDhwxU3eCIiojKIoogffjuGd1ftsoX7DuH18fGM4Qz3dFckmcFfsGCBrSLOAw88gPvvvx9+fn7FztCLooicnBx89913xZYwLI+jR49i5MiRdhVSytKgQQP07NnzrvqlynPw4EF06dKlyHGZTIYlS5Zg165duHTpEhISEuyuKe4ZDJVKhbVr1yIkJATZ2dl21xAREVUms8WC5Rv2Y+v+aNux/l1a4aUxPSCX891lujuSBPzo6GgIgoC3337b4co4ffr0wSOPPHJX/Xbo0AEmk+mu7kFV27p16zB79uxiz8nlckRGRuLSpUto0KCB3TUlPWTt5eWFsLAwHDt2zO4aIiKiyqLPM+LdVbtwOOqy7djTQzpiTP/7WCmHJCHJr4heXl5QKBSYMWOGw9dERETAz89Piu6pBouOjsZHH31U7DmtVot//vkHQUFBGDRokO34tm3b8PPPPxd7TUpKCs6ePYvIyEg88MADFTJmIiKiktzM1mLmR5ts4V4uk2H2033wxCP3M9yTZCQJ+I888ghcXFzKtdFV3bp173qJDt0bZs6ciWeffRaXLl2yHYuLi8OwYcOg0Wjw888/Q622X6s4atQovPbaa0hOTrYdi4qKwsCBA+Hn54cff/yRf5ESEVGlSky5iRfe/xExV1IAAO6uLlj0whD0ebCFk0dGNY0kS3Ref/11/Pjjjzhy5AgefPBBh67JycnB3Llz8fHHH0sxhGpLm5vt7CHclYoe/2effYawsDDs2bMHI0aMQEZGBgwGA1xcXNCvXz+sXLkS9evXt7tm06ZNkMvl2L17N/r27Yvc3Fzk5OTAx8cHQ4YMwezZs+Hv71+h4yYiIirszKVkvLl8G7Jzrbux+/uosfCFIWhUj/8ekfQkCfgNGjTADz/8gAULFji8W2hSUhKWLFlyzwb8Wn7ecFWpEHuq+ldycVWpUMvPW/L7jho1yvZ53759Hbqm8GZrgwcPlnxMRERE5fX38YtY9PVvyDNai4I0rFcLC6cNRm3fouWdiaQgScCPj49Hy5Yt0bt3b7z99tsYN25ciW0tFgsyMjIk3+iqugmtVxdR+zYgPSPL2UO5a7X8vBFar66zh0FERFTlbNpzEit++gsFFcLbNg/BvOcegYeb48uaicpLkoDfvHlzGAwG29dvvfVWmddIudFVdRVary6DMRERUQ1ksYj44ue/sWnPSduxPg82x/Qne0GpkDtvYHRPkOQh20cffdThDa6k3uiKiIiIqCox5Jnw9lc77cL9kwM64JWn+jDcU6WQZAb/2Wefxfr161GrVi088MAD8Pb2hlKpLHaG3mw2IzU1FX/++Sfy8vKk6J6IiIioSsjK0WHu59tx5pK1iptMJuDlJ3qif5dWTh4Z3UskCfjdunVDkyZN8OOPPyIyMtKhazZt2oTHH39ciu6JiIiInO5aahbmLNuCxJRMAICbSok3n+2PDuENnDouuvdIEvABYMKECdDpdA6379KlC4KCgqTqnoiIiMhpYi5fxxvLtyFTY81Cfl7ueHfaYISF1nHyyOheJFnAnz59OpRKpcPt69Spg4SEBKm6JyIiInKKw1FxeOerXTAYTQCA0EBfLJo2BAG1vJw8MrpXSfKQLYByhXsASEtLQ8uWLaXqnoiIiKjSbd1/CvNW7LCF+zZN62HJrMcZ7smpJJvBL68///wT58+fd1b3RERERHfMYhHxf78cwg+/HbMd63F/U8wa1xsuSqfFKyIADgb8r7/+GkuXLsWLL76Ip59+usj58ePHO9yhxWJBWloa9u7d6/goiYiIiKqIPKMJH6zdjX3/XrAdG/lwe0wY2gky2b29xw9VDQ4F/OnTp0Oj0WD69OnFBvxDhw4hNja2XB1zoysiIiKqbjS5esz7YgdOXUgCAMgEAVNGdcOQ7m2cPDKiWxxag9+iRQuIoojw8PBizz/11FPc6IqIiIhqtJT0bLz0wc+2cK9SKvDW5AEM91TlODSDv2vXLuzZswe9evUq9vy4cePw5ptv4s0338TAgQPh5eUFhUJR6kZXH3zwATZv3nx3oyciIiKqBLHxN/D6sq3IyNYCAHw83fDOlEFo3rCuk0dGVJRDAd/b2xvDhg0r8XxgYCAefvhhTJo0CQEBAWXer1GjRnjvvfewadMmx0dKRERE5ARHT1/B21/+Cp3BCACoV8cHi14YjKDaPs4dGFEJJHvMe+7cuZDJHK+6GRoaivXr10vVPREREZHkfj1wBp+s2wuLxbq8uFXjQCx4fiC8PdycPDKikjkc8G+vlNOiRQvMmjXL9nWHDh3K1bGLiwtGjhxZrmuIiIiIKoMoili77R98t+Oo7dhD7Rrj1acfhsqFZTCpanP4J3TNmjUQBAFPPPEE5s2bh8aNG1fkuIiIiIicwmgy45Pv9uL3w+dsx4b1isSkx7pAXo7VCkTOUq5fQYcOHYpvvvmmosZyz0m+Fo/Mm2nOHsZd8/H1R2BQqLOHQUREdNdydQbMX7kTx88lAAAEAXjusYcwvHdbJ4+MyHHlCvjTpk2rqHHcc5KvxWP4w+HQ63XOHspdc3V1w8bfTld4yD979iy+/PJL7Nu3D3l5edDpdHBxcUH37t3xzDPPOLRMTKvVYu3atfjll18QHR0NmUwGLy8vqFQqdOvWDSNGjEDjxo3xySef4L333ity/fXr1/Huu+9i27Zttr0cwsPDMWjQILRo0QLr1q3DypUrK+LbJyKiCpZ6U4PXP9uGuETr5JuLUo5Xxz+Mru2aOHlkROVTroAfFhYmWceiKCI5ORlBQUGS3bM6ybyZBr1eh3kvDkKDYH9nD+eOXUlMw/wl25B5M63CAr7BYMCMGTPw1Vdf4dVXX8Xu3btRu3ZtAMC1a9fw2WefoXPnzhg7diw+//xzqFSqYu/z22+/Yfz48VAoFHjnnXfw6KOPwsPDAwCQm5uL7du346mnnkJsbCzGjh1b5PoLFy6gW7duCA8Px99//42QkBCYTCZs2rQJL730EpKTkzF8+PAK+W9AREQVKy4pDXOWbkFaZi4AwFPtinemDEKrxoFOHhlR+ZUr4Lu5SffEeFpaGkJCQmA2myW7Z3XUINgfzRqzhm5JDAYD+vfvj3379mH9+vUYNWqU3fmgoCAsXLgQLVq0wNixY3HhwgX88ccfcHV1tWu3Zs0aPPPMM4iMjMSePXvg7e1td16tVmPkyJEYMGAAunbtipSUlCJj+d///gedToeNGzfCy8sLAKBQKDBixAh06tQJbdvy7Vsiouro+LkEvPXFDmj1eQCAQH8vLHphCIIDfJ08MqI747QnRa5cueKsrqkamTx5Mvbt24fHH3+8SLgv7Mknn8SQIUNw4MABPPfcc3bnDhw4gIkTJ8Ld3R1bt24tEu4L8/DwwMaNG3Hz5k2747Gxsfj333/RpEkTW7gvLDg4GG+99Vb5vjkiInK6P46cw2tLt9jCfbMGAVg6ewTDPVVr5Qr4xe1MW14mkwkXL17E66+/ftf3oprtn3/+wZo1awAAL730UpntC54RWbt2Lf755x8A1p2TJ06cCJPJhJdfftmhJWENGzbEM888Y3csIyMDAHDq1CmcPXu22OtGjx5drr0giIjIeURRxLqd/+L91X/AbLEAADq2aYgPpw+Dr5e7k0dHdHfKtUTH31+6teIFDygSleTzzz+HKIrw8fFBp06dymzfo0cPuLu7Q6vVYtmyZXjggQfw888/IyYmBgCKXVdfkokTJ9p93axZM6hUKhgMBvTq1QvfffcdevXqZdfGz88PjRo1crgPIiJyDrPZgk+/34dfD5yxHRvcrTWmjOrGMphUI5T7p1gURUleRGXZtWsXAKBNmzYOtZfJZGjdujUA4PfffwcAbNiwAQAQEBBwV3s3+Pj42N5FuH79Onr37o2nn34a169ft2tXXOUdIiKqOnT6PLz5+Ta7cD9xWGdMG92d4Z5qjHL9JDOYU2XRarW4ceMGANgq5jgiICAAAJCamoqcnBwcPWrdgTAkJKTU69555x0EBATA39/f7tW9e3dbm3fffRcTJkywfb1mzRo0adIE8+fPR25ursNjJCIi58jIysX0jzbi6OmrAAClQoY5Ex7GyIfbc1UB1SjlWqJz4sQJ+Pj43FWHBoMBcXFxePHFF3Hx4sW7uhfVXJmZmbbPy1O9ydPT0/Z5dna27ZcEuVxe6nVvvPEGpk2bhn79+uHIkSMAgC+++AKTJk2ytZHL5Vi1ahX69++Pl156CYmJicjNzcVbb72Fr776CsuXL8eQIUMcHisREVWeq8kZmLNsC1LSNQAAD3cV5k8egIimwU4eGZH0yhXwQ0JC4Ofnd9edNm3aFJ999hn69et31/eimqlwpRuNRuPwdQaDwfZ5rVq1oFarkZWVheTkZIf6HDNmjC3gjx49uth2w4cPR//+/fHhhx9i8eLFyM3NRVJSEoYOHYp3330Xc+bMcXi8RERU8U5dSMLcFduRo7X+G1HHzxOLpg1G/aBaTh4ZUcVw2mKzNm3acMkPlUitVtuW29y+zr00BeUtQ0NDoVKp0KSJdffBa9euObSMpvA7AMWVwyzg7u6OuXPnIjY2FuPGjbMdf+ONN3D48GGHx0tERBVr378XMHvJZlu4bxJSG8teHcFwTzVauQK+Xq+XrONatWph3759kt2Pap6CKjWnTp2CyWRy6JrTp08DAB5++GG7jyaTCdu2bbvjsVy/fh3vvPNOkeOBgYFYs2YN1q9fD0EQIIoivv766zvuh4iIpCGKIn747RjeXbULRpO1DOb9rerj45nDUctb7eTREVWscgX8a9euSdaxQqFAt27dJLsf1TwFG1bpdDr88ccfZbY/deoUUlJSIJPJ8MILLwCwbpTl4uICwFof/24cPHiwxHOjRo2yleFMSEi4q36IiOjumC0WfLZhP77adOvv7f6dW+LtKQPh7urixJERVY5yBfwVK1ZU1DiIinjooYcwfPhwAMAnn3xSZvtPP/0UADBlyhSEh4cDsO4w+/bbbwOwlt3csWPHHY9nz549SElJKfH8fffdBwBo0KDBHfdBRER3R59nxPwvdmLLn6dsx54a/CCmP9kLijIKLhDVFOUK+GvWrMGECRNw+fLlihoPkZ2vv/4aERER+OOPP/DFF1+U2G79+vVYvXo1+vTpg48++sju3KxZszBlyhQAwP/+9z/bLrflZTQaMWnSJJjN5mLP79u3DzKZrMgmWUREVDluZmsx86NNOBQVBwCQy2R45ak++N+ADiyDSfcUhwP+uHHjMHbsWFgsFixYsAAffvhhRY6LCID1Qde///4bw4cPx5QpUzB79my7h24TEhIwY8YMjBs3DlOnTsWOHTugVCrt7iEIAj777DMsW7YMMpkMXbt2xQsvvIDz58/b2uh0OmzevNn2S0TPnj2LHc+WLVvQs2dPu+U6WVlZmDlzJn755RcsWbIE7du3l/I/AREROSAx5SZeeP9HxFyxvtPq7qrEwhcGo2/HFk4eGVHlc7hM5urVqytyHPesK4lpzh7CXamM8Xt6euLnn3/GgQMHsHr1anTr1g1msxmiKEKlUqFXr17477//ytzxdurUqXjiiSfwww8/4Ndff8UjjzwCnU4HhUIBnU6HJk2aoGvXrlixYgXatm1b5Ppx48bh2Wefxd9//425c+fa9nHQ6/Xo1KkT/v77b3Tq1KlC/hsQEVHJzlxKxpvLtyE711oMxN9HjYXThqBRsL+TR0bkHOWqg0/S8fH1h6urG+YvufPKLlWFq6sbfHwr/i/RLl26oEuXLnd1D19fXzz33HO2B3gdVbduXaxZswYA0KlTJ8yePfuuxkFERNL4+/hFLPr6N+QZrcsnG9arhYXTBqO2r2cZVxLVXAz4ThIYFIqNv51G5s3qPYMPWH9ZCQwKdfYwiIjoHrNpz0ms+OkvFGyr07Z5COY99wg83FTOHRiRkzHgO1FgUCiDMRERUTlZLCJW/vw3Nu45aTvW58HmmP5kLygVrJRDxIBPRERE1Uae0YT3vv4dfx2/aDv2xCP346nBD7JSDlE+BnwiIiKqFrJydJj7+XacuZQMAJDJBLw4pgcGPBTu5JERVS0M+ERERFTlXUvNwpxlW5CYkgkAcFUpMffZ/ugQ3sCp4yKqihjwiYiIqEqLuZKCNz7bikyNDgDg5+WOd6cNRlhoHSePjKhqKtdOtlLS6/X48ssvndU9ERERVQNHTl3GzI822sJ9aKAvls4ewXBPVAqnBfz4+HhMnjzZWd0TERFRFbdtfzTmfr4d+jwTAKBNWBCWzHocdf29nDwyoqpN8iU6FosFmZmZyM3NhVhQmLYQs9mM1NRULFiwQOquiYiIqAawWER8veUQNuw6ZjvW4/6mmDWuN1yUXF1MVBbJ/pQcOnQI8+bNw8GDB2EwGMpsL4oiy1kRERGRnTyjCR9+swd7j563HRvZtz0mPNoJMhlzA5EjJAn4f/zxBwYOHAiTyVTsrD0RERFRWXK0BsxbsR1RF5IAADJBwJSRXTGkR4STR0ZUvUgS8OfOnQuj0QgACA0NRdu2beHt7V3iDL3ZbMb27duRlZUlRfdERERUzaVkaDBn6RZcTc4AAKiUCrw+sR86RTRy8siIqh9JAn50dDQEQcAbb7yB+fPnO3TN77//jv79+0vRPREREVVjsfE38MZn25CelQsA8PF0w9tTBqFFw7pOHhlR9SRJFZ3atWtDJpNh9uzZDl8TERHB5TxERET3uH/PXMX0Dzfawn29Oj5YOvtxhnuiuyBJwB82bBhEUYRcLnf4moCAAFgsFim6JyIiomro1wNn8PpnW6EzWJf5tmxUF0tnP46g2j7OHRhRNSdJwJ89ezZq166NXbt2OXxNVlYWRowYIUX3REREVI2Iooi1W4/go2/3wGKxvpvfpW1jfPDyMHh7uDl5dETVnyQBv06dOli/fj0WLFjgUIlMwLrR1caNG6XonoiIiKoJo8mMD9buxrc7jtqODesZiTef7Q+VC2vcE0lBkj9Jf/31F2QyGQYMGICRI0di+vTpJbYVRRFZWVn46KOPpOi6WktJiEdWerqzh3HXvGvVQkBIqLOHQUREVVyuzoD5K3fi+LkEAIAgAJMeewiP9W7r5JER1SySBPzBgwdDo9HYvt62bVuZ19zrG12lJMTjybbhMOj1zh7KXVO5uuLbE6cZ8omIqERpN3Mw57OtiEtMAwAoFXK8Nr4vurYPc/LIiGoeSQL+qFGj8OWXX0pxq3tGVno6DHo9nunyAAK9vZw9nDuWnJWNVQf+QVZ6eoUF/OPHj2PhwoU4ePAg3NzcIJPJ0LlzZwwaNAharRbZ2dmYOnUqxo4di02bNiE3N9fu+nr16mHVqlXo168fAGDy5MlYt26d3S+lAFC3bl0sX74cw4YNsx3bu3cvPvjgAxw/fhxqtRpKpRI9evTAoEGDEB0djfDwcAwcOLDEse/fvx9r167FkSNHYDKZkJubi8DAQAwaNAhTpkyBv7+/Q/8NTp8+ja+++gp79+5FcnIyateuDXd3d3Ts2BHjxo1Du3bt0KNHD2zduhU+Pj4O/pclIqoccUlpeH3ZVqTezAEAeKpd8fbzAxHeJMjJIyOqmSQJ+BMnTsSXX36J++67D507d4aHhwfkcnmxM/RGoxHXrl3DL7/8wo2uAAR6e6F+LT9nD6PK+vnnnzFmzBhMnToVa9euhVqtRnZ2NpYvX44nnngCeXl5WLZsGQDgm2++wcqVKzFixAhs374dgPXdpNsD+IoVK7BkyRI8++yzWLt2LQDgu+++wxNPPGHXbsmSJZg+fTree+89bN26FUqlEjdu3MDixYsxaNAgiKJY4rtVWVlZePrpp/Hnn3/i/fffx7Jly6BWqyGKIg4ePIhXX30Vn376KZYvX44xY8aU+P2bTCbMmjULS5YswfDhw7FmzRq0a9cOgiDAaDRi7969ePbZZ3Hp0qUiv7AQEVUFJ2ISMG/FDmj1eQCAuv5eWDRtCELq+jp5ZEQ1lyQBv3379mjXrh3++usvuLq6OnTNyJEj8cgjj0jRPdVQKSkpePrpp9GlSxd8/PHHtuNeXl547bXXEBkZiQEDBthd4+bmhkceeQTbt2+Hr69vibPrLi4uePTRR20Bf/jw4Xbno6OjMX36dIwbNw6zZs2yHa9Tpw4+/PBDNGnSBJMnTy723unp6ejWrRsuX76Mw4cPo02bNrZzgiCgS5cu2LNnD4YOHYr//e9/SE9Px7Rp04rcx2AwoG/fvvjrr78wf/58zJ071+68UqnEww8/jO7du2PgwIHYvXt3seMhInKWP46cw0ff7IHJbC2L3bR+Hbw7dTB8vdydPDKimk2SKjoA8Mwzz+DatWsOt+/QoQM6deokVfdUA23duhU5OTlo165dsef79+9fJJgD1pAPAO7upf8DolarbZ/f/ovphg0bYLFYSuz7ueeew3333VfkuMViwahRo3DmzBnMmzfPLtwXplKp8NVXX8Hd3R0vv/wy9u3bV6TNzJkz8ddff6Fr165Fwv3t9/r+++/h7e1dYhsiosokiiLW7fwX76/+wxbuH2zdAB/NGM5wT1QJJAv4zz33HBo1auRwe19fX/z9999SdU81UEZGBgDrMhutVltsm9KWt0jR908//QSz2exw3z/88AN2794NNzc3TJo0qdQ+goODMXz4cJjNZkyZMsVu47cDBw7gs88+AwC8/fbbZY63du3aeP7558tsR0RU0cxmCz75bi9WbzlsOzaoW2vMnzwQbiqlE0dGdO+QLOAXlpubi61bt2Lx4sV499138d133+HixYsV0RXVYBEREQCACxcuoEePHoiLiyvS5v7776/Qvv/66y8MHjwYqampDvVdUP61S5cuDs2oFyxTO3fuHH799Vfb8U8++QQA4Ofnh86dOzs05meeeQYqlcqhtkREFUGnz8Obn2/HzgNnbMeeebQTXhjdHXJ5hUQOIiqGpH/aTCYT5s2bh3r16uHRRx/Fa6+9hrlz52LcuHFo1qwZHnroIezdu1fKLqkG69u3Lzp27AgAOHr0KFq3bo1FixZBX6i0aHBwMKZOnSp5308++SQaN24MANi5cyeaN2+OL7/80m42v0uXLnZr/FNSUnD8+HEAQGRkpEP9dOvWzfZ5QcA3mUy2XaE7d+4MuVzu0L0aNWpkW55ERFTZMrJyMf2jjTh6+goAQCGX4bUJD2NUv/vu6bLYRM4gWcDPyclBt27d8M4770Cj0UAUxSKvgwcPok+fPpgyZYpU3VINJpPJsGXLFttMuVarxZw5c9CsWTN89913EEWxwvpWq9XYtWsXmjRpAsC6ZGfSpEmIiIjAzp07i70mOjraNqbAwECH+qldu7btH75Tp04BAGJjY21LkgICAu7q+yAiqgxXkzMw7f0fERtvfbdT7eaC914cil4dmjl5ZET3Jsn2hB4xYgSOHDliCzhNmzZFu3btEBAQAE9PT2i1Wly5cgUHDhzAF198AS8vLyxatEiq7qmGql27Ng4ePGhb7qXT6RAfH48nn3wSy5cvx1dffYXw8PBir01JSUHz5s1LvHdJ6/oLNGnSBCdOnMDcuXOxbNkymEwmnDlzBgMGDMAjjzyCFStWIDT0Vu3/tLQ02+eenp4OfX9yuRy+vr7IyMiwLQMqWP8PwOE6+UREznLqQhLmrdgOjdYAAKjt64FFLwxBg6BaTh4Z0b1LkoC/detW25KCp59+GjNnzkSLFi2KbWuxWLBs2TLMmjULY8aMQevWraUYAtVgSqUSr7/+OsaNG4c5c+bYZu+PHDmCDh06YNu2bejVq1eR6wICAhATE1PifXfv3o0+ffqU2reHhwc+/vhjTJw4Ea+88oqtvv7OnTvRvn177Nmzx1Ypp/D697y8PIe/v4IKPjKZ9Q21wstsynMfIqLKtu/fC1i85ncYTdYiAY1D/PHu1MHw9/Fw8siI7m2SLNH59ttvoVKpsH37dvzf//1fieEesIaYF198EbNmzcLy5cul6J7uEcHBwfjmm2/w33//2Uqs6nQ6jB49usI3eWrRogW2bduG3bt3o2XLlgCsM/ajRo2yVb8pvJymPJu4FbQtWNZT+F2BGzdu3PXYiYikJooifvz9ON5dtcsW7u9rGYpPZj7GcE9UBUgS8P/55x+89tpr5dq4auzYsThw4IAU3VMNtWHDhmJ/Rtq1a4e///7b9ixHamoqtm7dKmnf7733HhITE4sc79WrF44fP46hQ4cCsFa/OXzYWgquZcuWUCisb4qV9s5BYWlpacjNzQUAPPDAAwCsy3JatWoFAPjvv//u6vsgIpKa2WLBZxv248uNt/5+7t+5Jd6ZOgjuri5OHBkRFZAk4KempmLkyJHlusbV1RXx8fFSdE812MGDB4s9LpPJsGTJElulm4SEhErrW6VSYe3atfDy8rLr28fHB927dwcAW+gvS+EAP2LECNvnEyZMAGD9ReH8+fMOj5kz/kRUkfR5Rsz/Yie2/HnKduypwQ9i+pO9oHCw4hcRVTxJAr6/v3+RnUDLsm/fPiiV3PCCSrdu3boSz8nlcls5ygYNGlRq315eXggLCyvS94wZMwBYK+H8+++/ZfaxYcMGANZ6+AW19wFg8uTJtgo+s2fPdmi8GzZswLFjxxxqS0RUXpkaLWZ+vAmHoqx7kshlMrzyVB/8b0AHlsEkqmIkCfitWrXCnj17HG5/9epVzJkzxxZgiEoSHR1t2zzqdlqtFv/88w+CgoIwaNAg23GdTmf3sSSFzxeurV9g27Zt+Pnnn4u9NiUlBWfPnkVkZKRtaQ0A9OvXD6NGjQIAvPHGG6X2f+7cOaxfvx6+vr5YtmyZ3TlXV1ds2rQJfn5+2LJlCxYsWFDqvX799VfExsaif//+pbYjIroTiSmZeOH9nxBzOQUA4O6qxMJpg9G3Y8nP3BGR80gS8MeOHYtXX30Vp0+fLrWdKIpYt24dOnTogJSUFDz66KNSdE813MyZM/Hss8/i0qVLtmNxcXEYNmwYNBoNfv75Z6jVagCAwWCwVbrJyMjAvn37ir2n2WzGxo0bbV8X/rywUaNG4bXXXkNycrLtWFRUFAYOHAg/Pz/8+OOPRWauVq9ejV69euH333/HwoULi71vamoqRowYAVdXV/zyyy9o1KhRkTatW7fGnj17EB4ejnnz5qF///7YvXs3jEajrU1sbCxeeeUVnD59Gm+++WaxfRER3Y2zl5Lxwvs/4lqqtSBALR81Ppn5GNq3DC3jSiJyFknKZD7++ON4++230b59ezzxxBPo168f6tevDy8vL+Tk5ODy5cv4559/sHnzZly9ehWiKKJevXoVsgNpdZOcle3sIdyVih7/Z599hrCwMOzZswcjRoxARkYGDAYDXFxc0K9fP6xcuRL169cHYP1Fc+PGjXb17Xv27Il69eph1apV6NevHwDr8pfvvvsOOTk5tnb/+9//MHPmTCxfvhzDhg0DAGzatAlyuRy7d+9G3759kZubi5ycHPj4+GDIkCGYPXt2sXXqXV1dsWPHDsyfPx/z58/H4cOHMWnSJISFhSEnJwd79+7Fhx9+iEaNGuHw4cO2qjzFiYyMxPHjx7Fhwwb89NNPmDBhAtLT09GkSRP4+PigY8eOmDx5Mho2bCjJf28iosIOnLiEhf+3C3lG6y7eDYJqYeG0wajj59heH0TkHIIo0XagMTEx6N69u22znpKIoghvb2/89ttv6NChgxRdV6js7Gx4e3sjKyvL9lBlafR6PS5fvoyGDRuW+lxCSkI8nmwbDkMxS0OqG5WrK749cRoBIZzNuV1SUhLeeecdfPHFF7ZjHh4e2LRpE3r37u3UdauO/qwS0b1p896T+PzHv1CQEto2C8a8yQPg4aYq/UKqdCeiz6PTwKcQ0fFheHj7VVg/OVkZiDr8Gw5tX4O2rblLcWUrTyaVbCfb5s2b49ixY3juueewY8eOEtu1bdsW33zzja0MYGU4d+4cPvjgAxw8eLBcFUkqUkBIKL49cRpZ6enOHspd865Vi+G+BPXq1cOKFSvQqlUrvPTSSzCbzcjJyUFiYiIfSiOiKsliEfHlxgP4efcJ27HeDzbHjCd7QalgpRyi6kCygA9Yw8y2bdtw/PhxrFu3DkeOHEFqaio8PT3RunVrDB8+HAMHDqy0YHPgwAEsXrwY27dvhyiKtqUcVUVASCiD8T1i6tSpiIiIwBNPPIGEhAS88MILaN++vW0XXCKiqiDPaMJ7q3/HX8cu2o6N6X8/nh7yICcliKoRSQN+gXbt2qFdu3YVcWuHWCwWTJ48GW5ubkhLS4NEq5CI7spDDz2EM2fOYOHChfj000/Rt29fbN68GR07dnT20IiIkJWjw9zPt+PMJWtRAZlMwAuje2Bg13Anj4yIyqtCAr4jzGYzjh07ViHr8GUyGVauXAkAyMrKgq+vL0M+VQmenp5YtGgRXn75ZXz99deYPHkyWrZsibFjx6JDhw7w86u4tZNERCVJTsvCnKVbkZByEwDgqlLizYn98UDrBs4dGBHdEUnKZN6JhISESpm59Pb2ZmiiKqdOnTp49dVXcfLkSSxduhRubm6Ijo529rCI6B50/koKpr33oy3c+3q54+MZwxnuiaoxh2bwzWYzoqOj0bp1a8gl2Io6LS0N77zzzl3fx1Fubm6V1hdRefn7+6Nbt27OHgYR1WB5RhP2H4vFwZNxyM7Vw0vtis6RjeDqosT7q3+HPs8EAAit64uF04agrn/ZVeOIqOpyKOAPHToUO3fuxMCBA7Fly5Yi55VKJSwWS7k6FkWx0h7YkeKXEiIiouroUFQcFq/5AzlaAwRBsP37e+DEJbt2rZsEYf7zA+GlZtlcourOoSU6+/fvhyiK+PPPP4s937dvX4iiWK4XERERVaxDUXGYt2I7crUGALD9+3v7v8OtGgfi/ZeGMtwT1RAOzeBPnz4dH3/8MWbPnl3s+QkTJuDXX3+FSqVCWFgYvLy8oFAoip2hN5vNSE1NrTL16ImIiGqiPKMJi9f8AYhAWdNqV5MzKmVMRFQ5HAr4b731Ft56660Szw8aNAj+/v7Yt2+fwxtYrVmzBhMmTHCoLREREZXP/mOxyMmfuS9LjtaAv45dRO8Hm1fwqIioMkhSJlOpVOKJJ54o11r3fv36wcXFRYruJWUwGGAw3PoLMTs7+47uw2VIVNXxZ5So+otPuo70jKxiz+3YHwVBABz5oy4IwPb9J1FLXfyzcbX8vBFar+7dDJWIKpFkdfDfeecduLu7O9y+bt260Ol0UnUvmUWLFmH+/Pl3fL1MZn2swWw2SzUkogpR8DNa8DNLRNVLfNJ1RPQYBb2huFl6AZGd+0Ht6ePQvUQROPhvNFZ+vqTY864qFaL2bWDIJ6omJAn4S5cuxXPPPedQVZzr169jyZIlmDVrVpWsT//aa69h+vTptq+zs7MREhLi8PVKpRJKpRI5OTnw8PCoiCESSUKj0dh+Xomo+knPyILeYEBYm45wV98qa6l0UUHp4gpZOd5VF0URai9fRHR8uMg5bW42Yk8dRnpGFgM+UTUhydTdyy+/jJycHIfa1q1bF/3790eXLl2QkpIiRfeSUqlU8PLysnuVhyAI8PT0RFZWVpV8h4IIAHQ6HbKzs+Hp6Vlp5WqJqGK4q73g4e1ne6nc1OUK94D13y6F0sXuPgWvwr88EFH1IMkMfnnX8nbt2hU5OTl49dVXsXr1aimGUKX4+/tDp9MhPj4eXl5e8PT0hFwuZ5AipxJFEWazGRqNBtnZ2VCpVPD393f2sIjoLnh414LKTe3sYRBRFSPZGnxHw2tWVhY2btyIpKQkbNu2TaruqxS5XI6QkBCkpaVBo9EgMzPT2UMislEqlfDx8YG/vz83gSOqhsxmC/4+cRHfbD2CiI59nT0cIqqCyh3wf/nlF4wfPx5ZWfZP7Zd3JlAUxXI9lFvdyOVyBAQEoE6dOjAajeXe6ZeoIshkMiiVSr6bRFQN5egM+PXAGWzeG4UbGRpnD4eIqrByB/yhQ4eiZ8+emD9/Pj799FPbltd3UnJvxowZ5b6muhEEoUqWAyUiourhWmomNu+Nwq6DZ6EzGO3O5WoyIZcr4OrOog5EdMsdLdHx8vLCRx99hI4dO2LMmDEwm83o1KmTQ9U4VCoV6tatiyFDhuDRRx+9k+7LraAcIGfRiYioOhBFEdGx17BxzwkcioorUsu+Q3gDRDT2x1OTZxRb+YaI7m13tQb/scceQ0ZGBiZPnoytW7dWybKXAGzLiW5fVkRERFSVGE1m7P8vFhv3nEBsfKrdOZVSgT4dW2BYrwiE1vXDiejzTholEVV1d/2Q7bPPPosff/xRirFIKjs7G2lpafjhhx+g0WhsxxYtWoRRo0bB398fnp6eTh4lERERkJWjw46/TmPL/lNIz8y1O1fLR40h3dtgwEPh8PZwc9IIiag6kaSKzpYtW8r1wGxiYiLy8vLQqFEjKbov1pgxY7Bjx44ix+fMmYM5c+Zg5MiR2LBhQ4X1T0REVJb46xnYtOck/jgcA4PRZHcuLLQ2HuvdFl3bh0GpYMUrInKcJAFfrS5fDV6tVotPP/0Un3/+uRTdF2v79u0Vdm8iIqI7JYoijp9LwMY9J3D09FW7c4IAdIpohOG92qJ1WBArXhHRHZGsDr4jzGazrQ7+999/jw8//LBGl8okIiIqkGc0Yc8/57Fxz0lcuZZud85NpUS/zi3xaM8IBNX2cc4AiajGkCTg3+lmOevXr8eECROkGAIREVGVdDNbi637T2Hb/mhkanR25+r4eeLRnhHo36UVPNxUThohEdU0kgT8O62F/8UXXzDgExFRjRSXlIaNu09i79EYGE32ZZpbNqqL4b3boktkY8jlMieNkIhqKsmW6IiiiPDwcNSqVavUdkePHkXbtm0dqplPRERUnVgsIo6euYKNu0/iREyC3TmZTEDXdk0wvHdbtGhY10kjJKJ7gWQBf+XKlZg4cWKZ7davX4+ff/4ZP/30E2QyzloQEVH1pzMY8ceRc9i8JwoJKTftzqndXPBIl3AM7RmBAD+WZyaiiidZwO/Tp49D7UaPHo2ffvoJkyZNwldffSVV90RERJUu7WYOfvkzCjv+Og2N1mB3Lqi2Nx7tGYl+nVrAzdXFSSMkonuRJAH/8uXLqF+/vsPtp0yZgr59+6J3794YOXKkFEMgIiKqNBeu3sDG3Sfw53+xMFvs19e3aVoPw3tF4sE2DSHnO9VE5ASSBPzyhHsAaNy4MURRxLJlyxjwiYioWjBbLDgcdRkbd59A9MVrducUchm6398Uw3tFIiy0jpNGSERkVal18AscOnQIABAVFeWM7omIiBym1edh18Gz2Lz3JJLTsu3OealdMbBrawzu3hr+Ph5OGiERkT1JAn58fLxD7TQaDf755x/MmTMHAODt7S1F90RERJK7npaNX/ZFYeeBM9Dq8+zOhQb6YljPtuj9YDO4urAqHBFVLZIE/AYNGpRrO+2CuvlcnkNERFWJKIo4G3cdG3efwIETl2C5bX+X9i1DMbxXJO5rWR8ymeP/7hERVSZJl+iUZ6Or3r1745133pGyeyIiojtiMpvx9/FL2Lj7BGKupNidUyrk6P1gcwzvFYkGQaXv9UJEVBVIFvBdXFzQp0+fEje6kslkUKvVqFu3Lrp06YKuXbtK1TUREdEd0eTqsfPAGfyyLwqpN3Pszvl6uWNI9zYY2DUcPp7uThohEVH5SRbwv/jiC4wbN06q2xEREVWYpBuZ2LTnJH47fA56g9HuXKNgfwzvFYke9zeFi9IptSiIiO6KZH9z9e7dW6pbERERSU4URURdSMLGPSdw5NRl3L6q9MHWDTC8d1tENgsu13NlRERVjSQB/9y5cwgKCpLiVkRERJIymszY9+8FbNxzApcS0uzOuboo0LdjCwzrFYngAF8njZCISFqSBPxmzZoBANLT0xEVFYUuXbrAxcV+W+4lS5bAw8MDY8aMgZubmxTdEhERlSgrR4dt+6Ox9c9TyMjW2p3z91FjaI8IPPJQOLzUrk4aIRFRxZBsic62bdvwxBNPIDc3F2PHjsXq1avtzk+ZMgXLly9HixYt8NFHH2H48OFSdU1ERGRz9Vo6Nu45id3/xCDPaLY717R+HTzWuy26tm8ChVzupBESEVUsSQL+hQsXMHLkSBgMBoiiiKtXrxbtSKHAiy++iIiICDz88MNYvnw5nnnmGSm6JyKie5woivjvbDw27j6B/87ab74oEwR0imyE4b3bIrxxINfXE1GNJ0nAf//996HX6wEAPj4+eOmll0ps2717d4wfPx7Tpk3DQw89ZFveQ0REVF6GPBP2HI3Bxt0ncTU5w+6cu6sS/Tq3wqM9IxDoz53TiejeIUnA37NnD7p06YIvvvgCLVu2LLP9448/jpUrV+LDDz/EV199JcUQiIjoHpKRlYut+6Oxbf8pZOXo7c7VreWFoT0j0L9zS6jdVE4aIRGR80gS8JOTk7Fx40aHwj0A+Pv7AwB+++03KbonIqJ7xKWEVGzccxL7/j0Po8lid65V40AM790WnSMaQS6XOWmERFQa0WKEJesMzNkxEM1aCHJ3yL2aQ+bdCoJM6ezh1RiSBHxPT89ylcm8ePEiAODGjRtSdE9ERDWYxSLin+jL2LjnJE6eT7Q7J5MJ6NY+DMN7t0XzBgFOGiEROcKcHQNjwibAogcgABAhQoAl+yxwbSeUIcMg92ru7GHWCJIE/FatWuHkyZMIDAx0qP2yZcsAALVr15aieyIiqoF0BiN+P3QWm/ZGIelGpt05D3cVBjwUjqE92qC2r6dzBkhEDjNnx8B49ftCR0T7jxa99Xz9MQz5EpAk4A8fPhyvv/46unXrBnd39xLbWSwWTJs2Dfv374cgCOjVq5cU3RMRUQ2SelODX/aewo4Dp5GjNdidq1fHB8N6RaJvxxZwU/HtfKLqQLQYrTP3DjAmboKs+Swu17lLkgT8SZMm4dNPP8V9992HxYsX45FHHoFMdmv9o06nw+bNm7Fo0SKcPXvW2rFCgVdeeUWK7omIqAaIuXwdG/ecxP5jsbBYRLtzkc2C8VjvtugQ3gAyGctcElUnlqwz+ctyHGDWw5J1FnLfiIodVA0nScBXqVTYvHkzunbtiiFDhkCtVqNp06Zwd3dHeno6YmNjYTZbNxsRRetf2p9++qnDD+USEVHNZLZYcPBkHDbuPoEzl5LtzikVMvS4vxmG9YpEkxAu6SSqypKvxSPzZlqx5+pYDsMd1lX3ZREBZCYewo1r5mLP+/j6IzAo9I7Hea+QbCfbiIgIHD58GCNGjMDZs2dx/PjxYtv5+Pjg888/x6hRo6TqmoiIqplcnQG/HjyLX/ZG4Xp6tt05bw9XDOrWBoO7tYaft9pJIyQiRyVfi8fwh8Oh1+sAAMGBvohoEYw2zUPQpkUw1PVqOXwvAUDM6SOYNveFYs+7urph42+nGfLLIFnAB4CWLVsiOjoamzZtwrZt23D27FlkZmbC09MTjRs3Rq9evfDEE0/Aw8NDym6JiKiaSE7Lwua9Udh18Ay0eqPdufqBfhjeOxK9OjSHykXSf56IqIKIohnajFgM6R2OUYPuRy1fDygU8ru4n4imDQKw+oOni5y7kpiG+Uu2IfNmGgN+GST/G1QQBAwfPhzDhw+X+tZERFQNiaKI05eSsXH3CRw6GQeLaL++/v5W9TG8dyTatwiFIHB9PVFV5uEmhxrJMKYkQcy9Cos2EfVEI14c31uS+wuCAE8PVzTzqCvJ/e5VnCIhIqIKYTKbsf/YRWzcfQIXrtrve+KilKPPgy0wrGcE6gc5/vY9EVUuX3cLWgYa0SrIiGZ1LGhSpwfk2AsztzKq0iQN+L/++is+/vhjHDt2DFFRUQgJCQEAxMXFYfz48YiIiMALL7yAxo0bS9ktERFVIdm5euz4+zS27ItCWmau3Tk/L3cM6RGBgV3D4e3h5qQRElHxRAT7mtEq0ISWQUa0DDQi0NtyW5vb3mVTeiPH6IkVK1fhsUfuQ8MQ/0obLZVMsoD/wQcf4NVXX7V9LRZ6C7ZRo0b4448/sGDBAoSHh+PNN9/EnDlzpOqaiIiqgMSUm9i05yR+P3wO+jyT3bnGIf4Y3qstut8XBhcl3zwmqgoUMhFN6pjQMtCIloEmtAg0wttNLLG9RQTOXtEgqGE7BIREQOYeCsHFB5fPHMfm36ZgcO/Iyhs8lUqSv2X/++8/vPbaawCswb64NZRKpRJvv/02srOz8eabbyIhIQErVqyQonsiInISURRx8nwiNu4+gSPRV+zOCQLwYJuGGN6rLSKa1uP6eiInc3exoHldk23JTdMAE1SlJME8E3AhRYGzyUqcuabEsQsaHPzzCA5tfw5BPs0qb+BUbpIE/CVLlsBisSA8PBz9+vXDZ599VmLb119/HcuWLcOXX36Jhx9+GEOHDpViCEREVInyjCbs+/cCNu45ibhE+9rXriolHu7YAo/2jERwgI9zBkhEqKU2o1VQwQy9EQ38zShtn7hsvYBzyUqcvabAmWQlLt5QwGS5dUGOgb+kVxeSBPy//voLHTt2xJ9//gmlUomvvvqqxLZ16tRBYGAgrl+/jmXLljHgExFVI5kaLbbtj8bW/dG4ma21O1fb1wNDe0TgkS6t4Kl2ddIIie5NggA0rC3ivjAdWuaH+gCv29fP27ueJbPOzueH+sSbcogObUdFVZ0kAT8lJQUrV66EUql0qL3ZbIYoiiVuhkVERFXL5aR0bNpzArv/OQ+jyX6HyeYNAzC8V1s81K4xFPI7r39NRI4TLUaIumuw5F5FMM4ibn13+HiIAHKLbW+2AJfT5DibrMTZZCXOJSuQnss/rzWVJAHfw8MDbdq0cahtbGwsbtyw1lYyGo1ltCYiImexWET8d/YqNu4+gWPnEuzOyQQBXdo1xmO92qJl40AnjZDo3iGatLBoE2DRXoUlNx6iLgkQrb9sewKAh/0kq94InE+xzsyfTVYi5roCOqOs8gdOTiFJwG/RogWuX7+OoKCgMtvOmzcPgHUjg4YNG0rRPRERSUifZ8TuIzHYtPck4pNv2p1zd3XBgIdaYWiPCATU8nLSCIlqNlEUIRozIebG3wr0htILz6dm5uHcdRdcSFPj7DUFLqUpYLZwuc29SpKA/9hjj2HdunVo165dqe0WLFiADRs22CopPProo1J0T0REEkjPysWWfaew/a9oZOfq7c7V9ffC8F6ReLhTS7i7ujhphEQ1kyhaIOpTYCkU6GHKLvUawaUWZOpQCO71cT7JjPv+9wIiOj4MD2/uL0ESBfznnnsObdu2RadOnTB8+PAi548ePYq33noLv/32GwRBgCiKqF27NqZPny5F90REVIw8own7j8Xi4Mk4ZOfq4aV2RefIRujW3r4WfWz8DWzccxJ//nsBJrP9Q3mtmwRheO+26BjREHIZ394nkoJoyYNFmwQxP8xbtAmAxVDKFTIIbnUhc68PmTrUWn9e6Wk7m5d0vuIHTdWKJAFfpVLhp59+Qo8ePfD2229Dp9PhhRdeQF5eHk6ePImUlBRbW1EUoVarsXnzZvj4+EjRPRER3eZQVBwWr/kDOVqDbWJFEAQcOHEJy3/4C7PG9QYAbNxzEqcuJNldK5fJ0P2+MAzv3RZN69dxxvCJahTRlGs3Oy/qrgEopcKNzAUy92DI3OtDUIdC5hYMQa6qtPFS9SfZdoKtWrXCsWPHMHXqVERHR2Pr1q3FtuvcuTNWrlyJli1bStU1EREVcigqDvNWbAfyN6Qs2Fm84GOO1oB5K3YUuc5T7YqBD4VjSPc28Pf1qLTxEtUkoihCzLtZaHb+KkRDWukXKTxuzc6r60NwDYAgsMIN3TlJ9wsPCQnBli1bcOXKFezduxcxMTHIzMyEu7s7GjRogJ49ezpcbYeIiMovz2jC4jV/AKIt35cpJMAXw3pFok/H5nB1cazcMRFZiaI5f/38rUAPU06p1wgqf1ugF9zrQ3Dx5U7PJClJA36BBg0aYPz48RVxayIiKsX+Y7HI0Za2ltfe433aYuKwLpCVtr0lEdmIZgMsusRbFW60iYAlr5QrZBDcgiBTF1o/r1BX2njp3lQhAd8RaWlpGD9+fIlLeYiIqHjxSdeRnpFV5HhWjh7rdp5w+D6CAJy7lISoMxeKPV/Lzxuh9ere8TiJagLRqIFFG39ruY3uOkpfP6+CzD3EGujdQyG414MgY+UpqlySBPz4+HiEhoaW65o///wTO3YUXQNKREQli0+6jogeo6A3GOCicoOXXx14+9WBt18A3NSeZd+gEFEEDv4bjZWfLyn2vKtKhah9Gxjy6Z5hXT+fDkvuVYjaeOvHvIzSL1J45of5/CU3rgEQBFacIueSJOA3bNgQ0dHRDj84e+LECUyZMkWKromI7hlpmTnYfSQG9Zq0gX9gfSgUd7deXhRFqL18EdHx4SLntLnZiD11GOkZWQz4VGOJFhNEfXL+7Lx1lh7m3FKvEVR18pfaWCvcCEofrp+nKkeSgC+KIhYtWoRvv/22zLbffPMNnn/+eWi1Wv6BICIqRXpWLk5dSMLJ84mIupCIxJRMAEDdkCaS3F8QBCiULvDw9pPkfkRVnWjWw6JNsJaq1F6FRZsEiMaSLxDkENzq2QK9zD0EgsK98gZMdIckW4P//fffw9PTE8uXLy82uOt0Ojz//PP45ptvpOqSiKhGycjKRdSFJERdSETU+SQkpNwssW1BXXsiKplozC5Uf/4qRH0KSq0vJXO1PQgrU9eH4BYEQcbKUlT9SBbwQ0JC8N133+Hy5ctYv3693SZW0dHRGDlyJM6fPw9RFKFQKKBUKqHX60u+IRFRDXczW5s/O5+EUxcSEX+95ECvkMvQrEEA6vq6Ycnnq9CgWSRn3okKEUULRENa/lKbqxBz4yEaS/4zBQBQ+tyanVeHQlDV5vp5qhEkCfi1atXC3r174erqirFjx6J9+/bYvHkz2rRpgxUrVmDmzJnQ6/UQRRGdO3fG6tWrER8fj969e0vRPRFRtXAzW2udnc+fpY9PLjl8yGUyNG8YgIim9RDRLBgtGwXCTaXEiejzWPBOSonXEd0rRIsJou6abXdYizYeMOtKuUKA4Bpgm52XuYdCcPGutPESVSZJAn5qaqrt8z/++APz5s1Dly5d0KFDB+zbtw+iKEImk+GNN97AvHnzIJPJEBISgp9++kmK7omIqqSb2Vqcik1CVP4s/dXkkqtxyGUyNGtQBxFNgxHZLBgtG1sDPVFNIFqMsGSdgTk7BqJZC0HuDrlXc8i8Wzm8BEY062DJTbAFelGXBIimki8QFBDcgwsF+mAIcjeJviOiqk3yOviCIOD++++HUqm0hfvg4GB8++236Natm62dSqXC8OHDpe6eiMhpMjVanLqQZJuhv3Kt5EAvkwloVj8AEc3qIbJZMFo1CoSbK2tlU81jzo6BMWETYNEDEACIECHAkn0WuLYTypBhkHs1L3KdmJdpW25j0cZD1N9Aqevn5W62pTYy99D89fNO2+6HyKkk+ckPDQ3FwYMH4evri2nTptkepBVFEX5+fmjatCkiIiKk6IqIqMrIytFZw3z+DP2Va+kltpXJBDStXweRzYIR0TQYrRoHwp2Bnmo4c3YMjFe/L3REtP9o0cN49XuIoaMgc/GzC/QwFt3MrTDBxReCLdDXh6CqxfXz5BCLMQ85x48iJ+oYLLk5kKk94BHRHh7tOkCmrBl/L0sS8BMTE/HII48gPT0dKSkpEEURLi4uWLx4MSZOnIhnnnkG999/P3755Re0atVKii6JiCpdVo7Obob+clIZgT60DiKaBSOiaT2ENwlioKd7imgxWmfuHWCK31BGCwGCa13rUpuCGXql190Pku45OaeOI2XtSlh0Wut23qIICAJyT/6H1B+/RcC4SfBo087Zw7xrkr13dfbsWYii9Tfyxo0b44cffkC7dtb/QOvWrcNHH32ELl264KuvvsJjjz2GxMRE9OzZExcuFL9FOhGRs2Xl6BAde832YGxcYlqJbWWCgLD6dRDZNBgRzeqhVeNAqN1UlThaoqrFnHkmf1nOHRCU1jXz+Q/DytxDIMj554nuTs6p40he+ak11ANFPlp0WiSv/BSBk16q9iFf8sVpI0aMwFdffQVPT/st02fMmIGIiAiMHj0au3btgkajwaVLl6TunojojmXn6hEdm4So80k4eSGxzEDfJLS2bclNeBMGerr3JCdehDYzHgporS8xF8r8z5XQwNGdGkQAZrgiS2gCPWohD96ATgboACAbwBn4+PojMCi0wr4XqtksxjykrF15K9SXRBSR8s1KuC9aVq2X60ga8N9//33MmjWrxPO9e/fGkSNHMGjQIMTExHCTFiJyKk2u3lrlJn8dfVxSWol/98sEAU1CaluX3DSzLrnxYKCnGk4pFxHiJ8K/XS344gKMyVcg5t2EmHcTZkMGfEUDfCXoRwAQdfo8ps2dV2IbV1c3bPztNEM+3RHNsaPWZTkOsGi1yDn+L7we6FzBo6o4kgX8GTNmlBruCzRu3BgHDhxAr169cOrUKam6JyIqkyZXj+iL1/I3l7LO0JcU6AUBaBJSeIY+CB7uDPRUs8gEEbU8LKjrZUaAlwUBnvkfvcyo62VBLQ9Lfst2AP6FudCbWqU9zmqxiBAhQiYIDk3miaKIpg0CsPqDp4s9fyUxDfOXbEPmzTQGfAJg/ZkRDXqYNNkwa7JhztHg5tXL0KWlAjodoNcCuvyXXgdoc8vxjpKA6/t347rKvdjz3rVqISCkav8cShbwJ0yY4HBbPz8/LF261K5sJhGR1HK0BkTHJtl2i72UmFpmoI9oan0otnVYPQZ6qgFEeLuJtsAe4GW2vjwtqOttRm0PCxTyO7mvACNccSo6Bk3q14a3l30QkskEwOE4ZS2x7enhimYede9kMFRDWEwWWHQWWHRmmHXmQh8tMOvMUGUYsPCBvpCvXYVLBj1Eo7HIPaRYGyJARMyRQ/hwwbvFnle5uuLbE6erdMiXJODHxsaiUaNG5brmoYcegk5X2o5zRETlk6Mz4HTsrRn6iwmlB/rGwbVtO8W2bhIET7Vr5Q6YSALuLiIa1jLlh/eC2Xfr53U8zXC7w2XEN7UCUrLlSEo3IerMZYweMQqhDZtby1MqvXH5bBSmzZuL1R88XSTgEwGAaBZh0duHdPvwbil03gzRWPr6eDmAxl5+QI6mtB0R7McgijBbRAgCyvWOUoivD94c0KfIueSsbKw68A+y0tNrfsBv3LhxmW3y8vKwdOlSjB07FnXq1AFg3eyKiOhOFQT6qAuJiDqfhIsJqbCUkOgFAWgU7G83Q+/FQE/VgGgxQTRm5q99z/9ovIkGSMbFdd1Qy1sEkFnu+2rzBKRky3A9S44UjQzXs+VIyZYjJVuGlGw5DCZrEMrJykDU4YvoP6IJGnqU/e891VwCRPi6yCDLSIX2vBnmHA3MmmzI4s5jQvP2cDlpQMqpa9ZZeL0ZFoOl7JuWk0W0QHD3gMrXD3JPL8g9PCH39EJmTi6+XbYE/cKbo06hQi+CIEAhL9+8viAIUKtcoFb5ST38SlNpW7y5uLggNDQU7dq1Q/v27TFhwgQMGDAAcvkdvTdIRPegXJ0B0RevIeq8tQ79xfiSAz0ANC4I9M0Y6KnqEkULYNRANFofXrXkP8RaEOhh0qC4HVzdALh5lzw9bzTDLrCnZOeHeI31a42+fMtoqCYS4Q4zPGCCJ4zwhBEeggmehb72LPS12tcEWZ9GwA8rkVToLjIAfUPCgBsW5MFQ7lHIVDLI3OSQu1k/ytzkkLvKIXOXQ+4mh8xVBrmbHHEp6Rj/+hp898s/qN/Kvoxl5skT+Cv2RXRryl9CgXIE/MJLcNzc3HD//fdjzZo15epsxIgR6Nq1KwYMGIBHH30UtWvXxvXr18t1DyK6d+TqDDh9MdlWhz726o1SA711hr4eIpoGo3VYELw93CpxtETFE0URMGsLhfabhWbkb0I0ZgGiufz3BZB0Q4c0nRvStCr7EJ8tQ0auDCID/D1GhApma1BHfjAXjHYBvnBg94AJCsHRxS6OE5SCNZgXhPX84C53zf/avSDEyyBzlUNwdIb9puDw0px7ncMB/8qVK1AqlXj//fcxadIkuLnd2T+cdevWxe7duxEZGYnExMQ7ugcR1UxafR5OF5qhvxB/AxZLyX+dN6xXy7bkpk3Tegz05DSi2WAf2guW0+TPysOSd2c3lrtb17wXfil9ILj4IupCCjqNn4CIjg/Dw9uz7Hvd4yzGPOQcP4qcqGOw5OZApvaAR0R7eLTrUKXrnVuMeTBrNDDnZFs/arJh1mTBrMmGKX+JjNuNG/i1R334u12GqgICe54oQAMlsswCEjMy0PGhjqgTEmxdIuPpjWsZKXj9jcmY98pghDWrC0FRWo0lqgzlWqLz4osv4qWXXipyfPTo0Th79iw0Go3d8Vq1aqF58+b49ttv7Y77+vpizpw5eP7558s/YiKqMWyB/kJ+oL9aeqBvEFTL9lBsBAM9VSLrOvisQrPuhdbD590EzI7V1y5C5pIf2n0huPgUDfKl7t5a8kZsZC/n1HGkrF1prYMuCNbNjgQBuSf/Q+qP3yJg3KRK27lUNN9au27Oyc4v83jra7Ot7KP1o0Vf9m7AcgD13JUobilXccyiAA0U+S8lNKL1Y47t64LPrV8bIAMgICc7A1H/nsGheYPh37qZ7X5JZ47jsuYmRFcZw30VUa6AP2DAgGKPr1+/HgaDAc8//zxWr16NoKAg/PTTT+jYsWOJ9+rSpUv5RkpE1Z5On4fTl5JtD8Wev5pSRqD3s5uh9/FkpQ6qGKJoAUwauwdZLYWCPIzZcDQ82RHkEJTetwX3gs99rDP03PSxQuWcOo7klZ/e2sH0to8WnRbJKz9F4KSX7ijkixYLLNrcQvXYC0J6MSE+JxuW3ByJvrNCYwBw02CCVu6GXLmrLbDbQvttX2shB5+/qNnKFfD9/Ep+mlilUuGdd97B6tWrsXDhwlLDPQD4+/uXp2siqoZ0+jyciUu2Lbk5f+UGzJaSqyrUD/SzzdC3CasHX5beI4lY18HrCs2+28/Ai8bMO1oHDwiA0tMutMsKBXkoPSEInNF0FosxDylrV6LEerkFRBEp36yE+6JlEBRKWPS6WzPphUK7KX9DJXOhzZXMORqglL/X7pTMXW2rEGOtFuMFRcHnharHyD29EB2XhO6Dx+cv16q+lV9IOuUK+GVVvAkMDISbmxvatSv7N2CFotIK+BBRJdEZjDibP0N/8nzZgT400Nc2Qx/RNJiBvoYRLUZYss7AnB0D0ayFIHeH3Ks5ZN6tIMiUFdBfXn5oz7ArJ2mrRmMpf3UPAPnr4H2KzL7bltHI+O9ZVZVz/Kh1WY4DLFotLr82DWJeHkSTSfKxCCpXa0AvHNpv+1rhceuYUJ6cJEuWfLxUvUn+t5KLiwu8vLykvi0RVUH6PCPOXLo1Qx9zOaX0QF/XF21sgb4e/LzVlThaqkzm7BgYEzYBFj2sSwFEiBBgyT4LXNsJZcgwyL2al+ueomiGmJdVKLTb14WHKffOBisoC4V2v9vCvA8EOcurViWi2Qxzbo51Vj0nBxlX4qBNSwV0WkCvu/XSaYGsmwAcX4xi0Tr+LIWgUBYK6p6Q54fz4kO8F2QuVfdBXqp5OO1ARA7T5xlx9tL1QjP0KTCZSw70IQG+iGhWzzZLz0B/bzBnx8B49ftCR0T7jxa99Xz9MXYh37oOPqdIcC+oC3/H6+Ahyw/tPoVm4G/NwkOu5jp4J7IY8zdF0llg1lt3NLXo83c9zT+uyjTgk06PQL7qc1w0FH0nRqr/94xmM65naaDR65GtN0CjN0Cj10OjN0BnsWD6yq9Ru0kYFJ5eEFSu/LmhKosBn4hKZMgz4WxcMk6et9ahj7l8vdRAHxzgg4imwYhsFow2TeuhFgP9PUe0GK0z9w4wxv8Is08EYMzKLzGZCYh3uDRC4Wkf3PODvMzFF1B6cR18JRFFERaDpdiQbtYX+rzguN4C0VT2L21yAEFqL6CYcF/aWERYw78jQVwUReSZzLCIlvxdTF0QmF9+NDkrG6sO/INcNzXq1Q5weAxEzuK0gG80Gp3VNVGNlmc0Yf+xWBw8GYfsXD281K7oHNkI3dqHwUVZ+h95Q54J5y4n4+T5JESdT0TMleswmkoO9PXq+CCiaT1boPf38ZD626EqThQt1odXTVrAnAtz1pn8ZTmOXGyC5eYxx9rK3fLrvxdaQmN7mNW7Qtb0E6CABb6CCc28XCBPjINGn2FbGiOLj8PLbTpD9a8Byf8mWkO9wXJnb7I4QGvMg1ut2nDz84fcwxMyD09ka3X4efUq9GjWBP4e9n//CIJQrpl9QRDygz0fUqXqr1wB39G3ospqZzQasX79+vJ0TUQOOBQVh8Vr/kCO1gBBECCKIgRBwIETl7D8h78w+6k+6Bhxa1fqPKN1hr5gDf25y2UFem+0yZ+hjwirB39fBvqaRYSrEvBytaCeu4ja7WvBC3EwpaZBNGsBkxaiWQuDNgOiKRdy5EGGPEmWR1gghwnuMMEdRrjDJKhhgjvcvOqhdr0WXAcvCRGuMNt2OPWACR7CrR1P1YV2PbW+jHATLIAvgIdCgW3fo/De8zIADwaEADctMKGcVWQEQJa/i6ncTW793LbT6W3HXeW4lJyKp2dvwLpf/kFIq1uFPLJPnsBvM2ehQ4NQ+POvIyKbcgX88PBwh9o1aNDgTsZCRHfhUFQc5q3Ybps9E/PLwhV8zNUaMHfFdjw1+EGYzBZEXUjCubjrMJpKLg0YVNvbboa+ti93y6xOZIIIL1cRXm4WeLtZbn2e/9HLTYSXq/05ld2/Cu0AHIbpuv19pZwrP3/pOqa/8wNuZhX/cKOrqxs2/nYagUGhEvZaQ1gs8HORI1huQG1kW0O7YA3mBSHds9DXapigrIBdTgFAUAilh/SC4/mfy1Sy8q1fl3GtO1F5lHuJjlhGLdmCWUNH8OEUImnkGU1YvOYPQCz53XEx/39WbzlS4n0C/b2ss/NNrYG+jh8DfVUhiiJgMUAJDdo39cJ9TUQE1NJbg7qraB/g8z/3dK2gtRIATCYzLKIIs9lifVmsn6vdXODionB4zXNQgA8+fmNkseevJKZh/pJtyLyZdscB32LMQ87xo8iJOgZLbg5kag94RLSHR7sOkCmrVlUTi0EPc05BdRhN0Zcm21o9Jr/+uoc2F3/2aQggUfKx5Ihy5ORvipRpFHHl+jUMHtIfQY0aWCvEeHgh/kYSXnxhFD54awSaNQ2UfAxEdOfKFfAdCe6OhvuKlJ6eju3bt+PatWsICQnBgAED4Ovr6+xhEd01i0WEVp8HjVYPTa4Bmlw9NFo9jp6+ihxt+Wt817UF+npo0zQYAQz0lUa0mPLXrucWWv6Sa/142zHr+nYtIJrRBMDujx+A9Vc2aXbENJmBbL2AbL0MWToZsnUC0rPzcP78JYwbMxIhIQ0BhTsEuTsuXorD2BG9sHLhWDRrXPeupvMFQYCnhyuaedSV5Pu4Xc6p40hZu9JaB10QrJsdCQJyT/6H1B+/RcC4SXe0c6kjCnY3LTao569ht26epIE5VwOzRgPRmFchYzGJgnU3UyisoV1UIAcFLyU04q3Pc6BALhSwFFp4lZOTgajoKPRb1BO+rZsVvjPS9FpAzsk6oqqmXAH//fffR58+feDt7Q2Z7M4qEoiiiJycHOzevRuzZs26o3uUdu8PP/wQ8+bNQ/369fHAAw/gp59+wrPPPou3334b06dP57sGVCUY8ky2kJ6j1SM7V48crTWwZ+cf02gLArz160yNDlp9XpkbMjoiuLYXxvaPhK+Xm+3YtaRruJYE1PLzRmi9iglcNZV1dl1vDeL54bzgodOCcC6aCn+udfxB1DuQYxCQrbMG9mydgCy9DNn5wd0a4u3DfG6egNsLDeZkZSDqcBwGj2mGBj63Qp1ZSEae8U52fK1cOaeOI3nlp7d2ML3to0WnRfLKTxE46SWHQr7FaIQlP4gXBHK7oF7MTLskf1iLIXN1g9zTE3pBiQPRFyD41IVeqbaFdo2otAvwesggXSFJIqoOHA74Dz30kKSBPDw8HH/++adk9xNFEePHj8eaNWswfvx4rFy50rZb7owZMzBz5kxcvXoVS5culaxPureZLZb8UF40pBeE8xytAdmFgrwm1wCNVu/0gHQmJhYDvl1Z7DlXlQpR+zbccciv7N1LK4J1dv22mXTb58Ud0wLlfcjQUYLcupOqwh2CXI2buWb8sO1vKL3rQy+620J6QWDX6AWYLPd2mLMY85CydmXZAVsUcX31CgQ8OdG6PEZz+9KYbFjyA7xFX0G/kMlkkKs9bMte5B4e+R898zdL8rz1uYcXZGoPyJTWP0cnos9j2uqnENGxDTy8WfmFiG5xOOA3bdpU8s7btGkj2b0++OADrFmzBo0aNcKKFSts4R4A3nvvPWzatAnLli1DZGQkxo8fL1m/VL2Jogi9wVhotvxWCC/4mKM1FBvec3UV83b67QQBcHVRIOPmTSgULhAEmbU0oSha6zyLIhRKF8jkcofXPau9fBHR8eEi57S52Yg9dRjpGVl3FPArYvfSO1F43bU5NwdydzeoW7WAOjwMgsxY8kx7fpUYWMq/3MlhcjcIcvf8JS9qCAp32/IXQaG2hXko1NZ2MpXd/6/Xos9j9spViOjYAB7ebqV0VD2JogiYRYhmETCIqOOmBtLToL8aB9FohCUvD6LR+rIYjRALf51nhGjMgyHxqnVZjiP9GfS4vmqZZOMXXFzsA3pxL89b52Vu7hDu8B1xIqKSOBzwp0+fLnnn48aNk+Q+8fHxmDt3LgBg8uTJcLltO2ilUolnnnkGb7zxBmbOnImBAweiTp06kvRNVYPJbL4VyHOts+Y5+V+XOLOe/7G0jZukpFIq4KlWwcPdFV75Hz3VrvB0V1k/qlXwdHct0kbt5oJTZ2LRaeBTiOj48F3P1AmCAIXSRfIZvzvdvbS8RIuxyNr0W8tfcpF77jLSdpyEaDAV/I4BAMiNOgFBJUOtnrXh1sD9jvu3IyiKCefqWwG+yDE3CIJcmr4ri8UCi14HizEPYp4RuJmBBp4+kGWaoU/UQTRZw7hosuR/LPSyfX3buTKOF3AHsKzLIGDDt0hw0rcvuLpB4e1TQlj3KjLLLnNROWmkRES3OBzwW7RoIXnnjRs3luQ+ixcvhiF/d7tHHnmk2Db9+/fHG2+8gZs3b2LlypV48803Jem7qribzY2kcrdLM0RRRK4+r0gALxzMbR9va6MzGKGABe2EDEQKmXCHCVoocFL0wXHRDyZIM0MmEwRbAL8VyG+FdA93Fbzyv/ZQu8Ir/6Onu6rS/n9whnLtXpq4CbLmsyDIlEU2SRILZtBNt31um2nXApaS3znRXc5F2q4bhQZ22zgNFqT9mgL/fnXg1vD2XXYF6+y6wr1oUC8I8Pmz7gXHIHOp1Od6RFEETEZ4KWXwFUzwgR5KWKCEBS6wQAnR+rlgue14weciFIWPCdZjShTT3tcMRf/GUK5ciEuFxqAA8P6D/YCjeUjF9ZKGWq2kanLw25kYaPQGaAwG5OR/zDXkQalS4dsTpxEQwjKdRFR9VPvEkZeXh++/t84aqtVqNG9e/MxgREQEVCoVDAYD/u///q9GBfzybm5UEYpbmmHJX5phStiOGN0DuKLxLzW852gNsNzhQ2ltcBNjZZehFsywiNaSyRYRaCu7iRFiPNZaGiEaPrb27q7K20J6/qy5uys8Ch27/aO7a+UGOmezVsWyAKLZ7iWKZsBitp0zZ51z/KFRsx6G858A+eFeqm0vRZMF6fvSHGqb8WcWQjuNg9zNCyhYJiN3LdfsunUpiRlmY16hZSJG67IR25IR67Fbnxf/tcV2j8KfF72faDTCA8CBvo0AXL2z/1DlUcE/64JcgKDIf9l9LoOgEJBjMOBI1GV06vkIfOsEQlC6QKZ0QXpaGn74fBk6NAiBl6srRIgQRdg+eru5wVXpeKlOdxcXPBRW9O/I5KxsrDrwD7LS0xnwiahaqfYB/8iRI7h58yYA6wZbJVX3kcvlCAsLw+nTp3H16lXExsYiLCysModaIRzd3Gj+5IHoVI6Qb7ZYkKvLK3FZS8EsukZrQLB7Cv7Xzho2rHuRWPsW8j/KkIeWbn9j015PHL0i3dvXCrkMnmpXtFVk4bGsi7bjBfuhFHx0F8yYLL8Il5HPwKfdffBwV0Ehd84yCeva+WLCst1xEyBa8o9bX55IwPCuddG4uQi1hx4KmQiFHFDKRMhlgEIuQikHFPlfF3yukANymQhlfhuF3cf8NoWOyQULhBe6wxs/QH9atPZfEUzlK+8oigAEdwhyN4gyVwgyd0BwBWSugOAKQXBF7tnLEA2OhV6L3oD07YfgEhR8K3Tn5VnDdRkB3Lr22/p1RVVJcQaTKMCYvy+tETIYLCKyczRo2qwJPLy9IVMqIbi4IDtXgz17tqF7p2bwq+WRH8plxYR04dY5uQCZ4tY5yPPPlxHAMy5dx7J1h/HgO5+iTqHdS9NPnsDucxfQsVF9+Hve3falgiBArXKBWsWHVImo5qj2Af+ff/6xfR4SElJq28DAQJw+fRoA8O+//1b7gF+ezY3e+/p3vPlsf2t5xmKWvBRUeMnOf6g0V2dwKLso5SKmPZ0BoOSNBgtm01/unYOxq11gNNs39HBXWZe4FJpJt1ubftvyF4/8r1VKGURjHq7MeanU+iVC/n8J89ZvoQ6vBcEiwGwL10WD9a3QfXsQL0/b20N7/quY/6esJRbzP4oALNZZSFhgfZDWAtQVRax4tjkgGiBaDMifroSY36bw9aLl9vtY7wGT/TUF5wpfUzAWjZhz61hx9xML91vcMdFu/HZ9WERAFGEyWmCxiLCYLRALxlhwHQAXpUt+vwWdSEtz9KDk95SMIEBQKm0z1oKLCwSlEjKlC3LyTDh88ixcferAolDBCJndKw8yGCHc+ly8/Zz1fN5t11mKLZP5Gw69+g6aF6p9nnnmOFZ9Ng+dx7eGT2OGYiKiqqjaB/yLF2/N3AYFBZXa1sfHp9jrqqv9x2Id3txIq8/Da0u3SD6GLk0MDu2WKRMAT1cR30xWAUofKOUClArrDLJgC8J6iGJu0VBcMJttNgNZZiDTejwPFuSe1zhcLcOi0+P6/y2Fi5/SFqBLDMXFhdfbw3DBNcWE2FvHxNtCeKH7FAqz9yoZABluq8Fe8Kmp6tRaFxQKCEqXW6HbxcX2deEAXlwgt/u8yD2K3k9Qulj7K2F2+0T0eUz5iqURiYioZNU+4F+/fushLw+P0t+qValuLQ/JzMwsto3BYLA9sAsAWVlZAIDs7Oy7GOWdu34jHSmpGcWe2/R7FMxGvWSTmzIBULvlPxTq5gIPtSuUggUywQS1qwKuKgXUKgXcVHK4qxRwUynQ3PM0sjSGcizVvQwAyMt/3a30c5nQ5zl+p5wLlVPakoohg3VNd/7PiggREABRwK213jLAaLIg9WY26oU2gsrNA5DJIMgE6HV6xEZHwdfdHQqZzLbeGvkfPVxVUCkUDv0siiKQYzAg8WYWLKIIi5j/boIo4qZWh70xsXj7h41o1CbCGrglKmMo4tZ7OMX++mIyAyZdqffIycmBaDFBk5kKk7HiynnqcrMhWkzIycmx+/svJycHZouIs7HJyNFW7J+n+KR0mC1isWMwiSLi0jOQazSWeL2bUgk/tRpymVCwia3to9kiIiM3F7pSrk/J1sAkFu2/quDPguM/C3eLPwtWzv5ZKOnnoGAMNf1noaA/0ZHgJ1ZzvXv3Lvg3U3z11VdLbfu///3P1nbChAnFtpk3b56tDV988cUXX3zxxRdffFWlV0JCQpn5uNrP4MsLPSypVJZeijGv0Ezv7bXyC7z22mt2Nf8tFgsyMjJQq1ate6p6yt3Izs5GSEgIEhIS4OXl5ezhkJPw54AK8GeBCvBngQrwZ6H8RFGERqMpc0k6UAOW6Hh6eto+15exlXjh8yX9MKlUKrulPID92n1ynJeXF//QEn8OyIY/C1SAPwtUgD8L5ePt7e1Qu2q/P3bhyjm5ubmlts3IuLWWPTSUNY2JiIiIqOap9gE/PDzc9nlSUlKpbVNTU4u9joiIiIiopqj2Ab979+62z+Pi4kpsJ4oirly5AsC6DOf++++v4JHdu1QqFebNm1dkqRPdW/hzQAX4s0AF+LNABfizULEEUaz+WzFGRkYiKioKCoUC2dnZcHNzK9ImNjYWTZs2BQAMGzYMGzdurOxhEhERERFVuGo/gw8AL774IgDAZDLhr7/+KrbNoUOHbJ9PnTq1UsZFRERERFTZakTAf/LJJ21r6n/44Ydi2/z0008AgIcffhg9evSotLEREREREVWmGrFEBwCioqLQoUMHAMDp06cRFhZmO7d//3706NEDAQEBOHr0qF3lHSIiIiKimqRGzOADQEREBLZu3QqlUon+/ftj165duHz5MpYvX47BgwejcePG2LNnD8M9EREREdVoNWYGv8ClS5ewcOFC7N69GykpKQgLC8OTTz6JadOmFfvwLRERERFRTVLjAj4RERER0b2sxizRISIiIiIiBnwiIiIiohqFAZ+IiIiIqAZhwCciIiIiqkEY8ImIiIiIahAGfCIiIiKiGoQBn4iIiIioBmHAJyIiIiKqQRjwiYiIiIhqEAZ8IiIiIqIahAGfiIiIiKgGYcAnIiIiIqpBGPCJiIiIiGoQBnwiIiIiohqEAZ+IiIiIqAZhwCciIiIiqkEY8ImIiIiIahAGfCIiIiKiGoQBn4iIiIioBmHAJyIiIiKqQRjwiYiIiIhqEAZ8IiIiIqIahAGfiIiIiKgGYcAnIiIiIqpBGPCJiIiIiGoQBnwiIiIiohqEAZ+IiIiIqAZhwCciIiIiqkEY8ImIiIiIahAGfCIiIiKiGoQBn4iIiIioBmHAJyIiIiKqQRjwiYiIiIhqEAZ8IiIiIqIahAH/HhcXF4epU6diwIABzh4KEREREUmAAf8etm/fPixfvhzLly9Hbm6us4dDRERERBIQRFEUnT0Icq7atWujVatW+PPPP509FCIiIiK6S5zBJ7i7uzt7CEREREQkEQZ8giAIzh4CEREREUmEAZ+IiIiIqAZhwCciIiIiqkEY8ImIiIiIahAGfCIiIiKiGoQBn4iIiIioBmHAr6J0Oh2WLl2KkJAQXLlyxaFrLly4gNGjRyMwMBC1a9fGyJEjcfHixTKvE0UR3A6BiIiIqGZgwK9iNBoNFi9ejIYNG+LFF19EYmKiQ9f9+uuvaNu2LVxdXRETE4MrV67Ay8sL7dq1w+HDh0u8Li8vD5mZmUhNTWXIJyIiIqoBGPDv0JkzZ9C1a1ekpqY61N5sNmPMmDFYt25dqe1+//13PPTQQxg2bJjDY7l48SIef/xxhIWFYdWqVfD29oZarcaKFSsQGBiIwYMHIy0trch1K1euRPPmzZGdnY1z586hVatW2LVrl8P9EhEREVHVI4icti03nU6HsLAwJCUloU2bNti3bx/8/PxKbG+xWPDUU0/h22+/hUKhwOHDh3HfffeV2sexY8dsbS5fvowGDRqU2HbQoEHYvn07vvzyS0ycONHu3EcffYSZM2fi6aefxtdff+34N0lERERE1RJn8O+Am5sbFixYAEEQcOrUKfTt2xdZWVnFthVFEZMmTcK3334LABgzZgzat29fZh/e3t4OjSUuLg7bt28HAPTu3bvI+X79+gEA1q1bh/T0dIfuSURERETVFwP+HRo/fjw+++wzANbZ9n79+kGj0RRpN3XqVKxatQoAMHLkSHz99dcQBKHM+ysUCofGsXPnTgCAWq1Gw4YNi5xv3rw5VCoV8vLysHnzZofuSURERETVFwP+XXj++efx4YcfAgCOHDmCAQMGQKvV2s5Pnz4dn3/+OQBg6NCh+O677yCXyyUdw++//w4ACAkJKfa8XC5HcHAwAODo0aOS9k1EREREVQ8D/l2aMWMG3n77bQDA33//jUGDBkGv12POnDn45JNPAAD9+/fHDz/84PCsfHnExcUBgC3EF6dWrVoAgPPnz0vePxERERFVLdInznvQG2+8Aa1Wi0WLFmHv3r0IDw/HpUuXAAA9e/bEpk2b4OLiUiF9F1Tx8fT0LLGNSqUCANy8ebNCxkBEREREVQdn8CWycOFCvPTSSwBgC/ddunTB1q1b4erqWmH9ZmRkAADc3d1LbGOxWAAAer2+wsZBRERERFUDA76EQkND7b6uU6dOhYZ7AA69M2A0GgGg1FKeRERERFQzMOBLZMWKFZg+fTqAW2veN23ahLFjx9pm0CtCQV86na7ENgUlPP39/StsHERERERUNTDgS+Drr7/GlClTAADt2rVDbGwsxo8fDwD4/vvv8cwzz6Ci9hNr0aIFACAlJaXENgX174sro0lERERENQsD/l36/vvvMXHiRIiiiNatW+P333+Hr68vvvrqKzzxxBMAgNWrV2Py5MkV0n+XLl0AWHe7LU5ubi7S0tIAAH369KmQMRARERFR1cGAfxc2btxoW4LTokUL7N6927ZkRiaTYe3atXj88ccBACtXrsSLL74o+RiGDx8OALh27RquX79e5Hx0dDQAayWdnj17St4/EREREVUtDPh3aNu2bRg9ejTMZjPCwsKwZ88e1KlTx66NXC7H999/jyFDhgAAli5dildeeUXScbRs2RL9+/cHAPz6669Fzu/evRsAMG7cOHh4eEjaNxERERFVPYJYUYvDy5CYmIj69evDbDY7o/u7otPp0LBhQ6SkpKBhw4bYv39/iTvJAkBeXh6GDh1qC+D//PMPOnToUGofMTExtvX1MTExaNasWYltL1y4gMjISERERODw4cN242zVqhU0Gg1Onz6NgICA8nybRERERFQNOW0Gf8eOHc7q+q65ublh06ZNaN68Ofbu3VtquAespSw3bdqE3r1745NPPikz3JvNZmzZssX29ebNm2EymUps37RpU3z99df477//MHv2bBgMBly/fh0jR45EZmYmtmzZwnBPREREdI+QbAbfYrFg3bp1+PPPP3Hjxg1otdpiK8dYLBakpqbi/PnzEEWxWs7gFzCbzZDL5ZK2/+CDDzBnzpwigV6hUGDJkiV4/vnnS7z24MGDmDdvHk6cOAFPT08MHDgQb7zxBurWrevwGImIiIioepMk4N+8eRO9evVCVFSUw9eIoghBEKp1wCciIiIiqmoUUtxk1qxZOHnypBS3IiIiIiKiuyDJGvzt27dDEAR06NABBw8eRGZmJiwWS4mvnJycUpeaEBERERHRnZFkiY6npye0Wi2uXLlS5gOnBS5evIimTZvCYrHcbfdERERERJRPkiU64eHhOHfunMPhHgBCQ0OxevVqKbqvUBaLBdeuXYOnpycEQXD2cIiIiIjoHiSKIjQaDYKCgiCTlb4IR5KAP2HCBEyaNAmpqamoXbu2Q9coFAp07NhRiu4r1LVr18r1iwsRERERUUVJSEhAcHBwqW0kWaIjiiIefvhhPPjgg1iwYIFD18THx6Nhw4ZVvopOVlYWfHx8kJCQAC8vL2cPh4iIiIjuQdnZ2QgJCUFmZia8vb1LbSvJDL4gCNi4cSMGDRqEo0ePlrmREwD89ttvUnRd4QqW5Xh5eTHgExEREZFTObJkXJKAD1hn8Xv37o0BAwagdevWpbbVaDTlqplPRERERESOkSTgJyUloVevXoiNjQUA7N+/v8xrCja6IiIiIiIi6UgS8OfMmYMLFy7Yvvbw8ICfn1+xAV4UReTm5iI9PV2KromIiIjIQXlGE/Yfi8XBk3HIztXDS+2KzpGN0K19GFyUki3sICeT5CHbwMBA3LhxAx07dsT//d//oVmzZmVe89Zbb+Htt9+u8g/ZZmdnw9vbG1lZWVyDT0RERNXWoag4LF7zB3K0BgiCYFtNIYoiPNxVmP1UH3SMaOTsYVIJypNJJdnJVqPRAADWr1/vULgHgLFjx0KC3y2IiIiIqAyHouIwb8V25GoNAGDLYAUfc7UGzF2xHYei4pw2RpKOJAG/Q4cO8PT0LFe9+JCQEGzbtk2K7omIiIioBHlGExav+QMQgZKmVsX8/1m85g/kGU2VODqqCJIE/JdffhkajQY3btxw+Bq5XM4NpIiIiIgq2P5jscjRGkoM9wVEADlaA/46drEyhkUVSJI1+ADw3HPPwc/PDwsXLnSofWJiIurXr881+ERERER3KT7pOtIzsuyO6QxGXEq6ie0HYpCerXPoPoIAtGpYB+MeaVvs+Vp+3gitV/eux0vlV55MKtnj0itWrMDTTz+NkydPIjIyssz2O3bskKprIiIiontWfNJ1RPQYhTyjCZ6+teFTKwDefgHw8PaFIJRvsYYoAgf/jcbKz5cUe95VpULUvg0M+VWcJAG/V69eEEURJpMJffv2RXh4eIltLRYLMjIycPbsWSm6JiIiIronGU1mxFxJwa/7T6BJRGd4+dYpcY8hR/cfEkURai9fRHR8uMg5bW42Yk8dRnpGFgN+FSdJwM/JycG///5r+8HhRldERERE0jJbLIhLTMOJmESciElA9MVr0BuMAABvv4BSr3U0cwmCAIXSBR7efnc9XnIeSQL+hAkT8O+//7LsJREREZFERFFEQspNnDiXgBPnExF1PhGa/DKXxbGYzZDJ5ZU4QqqqJAn4Y8aMwYwZMzB//nyMHTsW3t7eUCqVxba1WCxITU3F3LlzsWrVKim6JyIiIqoRUtKzbTP0J88nIj0rt8S2tbzVaNs8GH5qJV6Z+y6at32IM+8EQKKA7+HhgZEjR6Jfv37w9/cvta1MJkNAQABeeeUVfPXVV1J0T0RERFQt3czW4uT5W4H+WmpWiW093VWIaBaMts2C0bZFCEICfCEIAk5En4dBr63EUVNVJ1kVnVdeecXhMpIGgwF16tTBH3/8IVX3RERERFVejs6AUxeScDImEcdjEnDlWnqJbV1VSrRuEoS2zUPQtnkwGgX7Qy6TZAsjquEkC/hNmzZ1uO2ZM2ewY8cOvPnmm1J1T0RERFTl6POMOHMp2TpDH5OIC1dvwFLCM4tKhQwtGgVaZ+ibh6BZgwAoFVxTT+UnWcAvj5s3b+L//u//GPCJiIioRjGZzYi5nGJbdnM2LhlGk6XYtjJBQFj9OmjbPBhtm4WgVZNAuLoU/wwjUXlIEvB79uxZZpuCOvlZWVmIiYmB2WzGr7/+iv79+0sxBCIiIqJKZ7GIuJSYagv0p2Jvla4sToMgP7RtHoLIZsGIaBoMD3dVJY6W7hWSBPw///yzXDXtC2rgr1y5kgGfiIiIqg1RFJGYkonjMQk4eT4BJ88nQZOrL7F9oL8XIpuHoF1+qPf1cq/E0dK9SrIlOuWtgS+KInbu3ClV90REREQVIiVDg5MxCTgRY61Hn55ZculKPy936wx9/rKbuv6OFSAhkpJkAX/SpEl499134edXev3VWbNmITAwENOnT5eqayIiIiLJZGoKSlcm4uT5BCTdKLl0pYe7CpFNg62BvnkIQuv6lmtVA1FFkCzgv/TSS2WGewB4//330b59e3h5eeGZZ56RqnsiIiKiO5KbX7ryxPlEnDyfiLjEtBLburooEG4rXRmCxiEsXUlVjyQBf/Xq1WjQoIFDbWUyGV599VWMHTsWbdu2Rfv27aUYAhEREZFDDHkmnLmUjJPnE3A8JsFautJS/FJjhVyGlo3qIrJZCNq2CEFzlq6kakCSgD9u3LhytX/ggQdgNBrx7rvvYtOmTVIMgYiIiKhYJrMZ56/csO0We+ZSMowmc7FtBQEIC62Dts1C0LZFMFo1DoKbiqUrqXpxSh38y5cvAwD279/vjO6JiIioBrNYRMQlpeFkTAKOxyQiOjYJulJKV9YP9LPtFtsmrB481a6VOFoi6VV6wI+Li8PMmTMru1siIiKqoURRRNKN/NKVMdZ19NmllK6s6+9l2y02slkw/LzVlThaooonScBv1KiRQ+00Gg0yMjIAAIIgoEePHlJ0T0RERPeYGxkanDyfmB/qE5BWSulK3/zSlW2bWavdBPp7V+JIiSqfJAH/ypUrtpJQjtbDDwoKwocffihF90RERFTDZWq0iLqQZK1FH5OIpBuZJbb1cFchomk9RDYLQbvmwQgN9GPpSrqnSLrRlZeXF3x9fYs9L5PJoFarUbduXXTp0gXPP/88/P39peqeiIiIapBcnQHRsddsD8ZeKqV0pUqpQHhYkG232CahtVm6ku5pkgX8GTNm4IMPPpDqdkRERHQPyTNaS1eeiEnEiZgEnL+aUmrpyhYN69p2i23eMAAuSqfUDSGqkiT70zB58mSpbkVEREQ1nNlswfmrKdbdYmMScLqs0pUhdWy7xYY3YelKotI4HPDj4+MRGhpa7LkVK1agXr16kg2KiIiIahaLRcTlpDScOG+doY+OTYJWX3LpytBAX2st+uYhiGjK0pVE5eFwwG/YsCFSUlKKXTc/adIkSQdFRERE1Zu1dGWW9aHY8wmIOp+IrJySS1cG1PLMr0VvXUdfi6Urie6YwwFfFEVcvHiRD8YSERFRsVJvaqxLbvJn6VNv5pTY1tfLHZHNgtG2eTAim4UgqDZLVxJJpVxr8GfPno3Vq1ejQYMGkPHpdCIiontaVo4OUecTcTwmESfPJyAxJbPEtmo3F0Q0tQb6ts1DUJ+lK4kqTLkC/oEDBxAWFiZZ58HBwbh69apk9yMiIqKKo9Xn4VRsEk7GJOLE+QRcSiijdGWTQOuSm+YhCGPpSqJKU66A7+/vj4kTJ6J+/fpwcXFx+Lpr165h/vz5yMvLsx1r164dtm3bVp7uiYiI6A7kGU3YfywWB0/GIfv/27vvuKauNg7gv5swwka2yBIHOHGPurfW1lnrrqNqa6t1ttbVOjpsta5qrW+to7a2atVate5ZZxXFLQ6UIbJlE8h43j+AK5EEEggg8Hw/n2hy77nnnMANeXJy7nPS5LC1kqFNI190aFqrwPSSWQol7oS8SF1574nu1JVSiQT+1V2zc9H7e6BOdTdOXclYGTHolbdmzRoMGjTIoAYCAwMxd+5cKBQKCIIAIkK/fv3w66+/wtLS0qC6GGOMMWaY89dD8O3mo0hNzxTfhwVBwNlrj7B2+xnMGt0NrQN8AWSnrrwfFoNrd8NxLTgCtx9FIkuhO3VlTU9nNPLzRGN/DzSo6Q4Lmf6Df4yxkmNQgP/aa68ZVPmff/6J0aNHIyMjA0D2hbrTp0/H0qVLed4dY4wxVsLOXw/B5+v2AzmD7kSk8X9aeiY++2E/erSpi8TkdNwoLHWlWxUxy03D2tVgZ21R4s+BMWY4vQP8uXPnwtHRUe+KFy5ciMWLF0OtVmc3ZGKCNWvWYMKECYb3kjHGGGMGyVIo8e3mowCJ8X0+udsPnbujdb+LQ07qSj8PNPL3gJO9dYn0lTFmXHoH+IsXL9arXGZmJkaPHo0dO3aIIwS2trbYuXMnunXrVrReMsYYY0wnlUqNpNQMJKZk4HlKOhJTMnDp5mOkpmcaVI+9jUVO6srsaTdVnez4G3fGyiGjXv0SFRWFvn374sqVK2Jw7+3tjQMHDqBu3brGbIoxxhirsIgI6fIsJKZk5NzS8Tw5O3DP/T8xJR2xz1OQlJKBdLlC5yi9vmp6OGBC32ZiQB8dFY3oqGgAgKODHbyquRWzBcZYaTFagH/16lX07dsXkZGR4raWLVti7969cHFxMVYzjDHGWLmkUKqQlKoZoCemZCAxOSeAT8lAYnK6OAKvUGq/uLWkBF6/izYb1mrdJzM3x/WTf3CQz1g5YZQAf+fOnRgzZozGxbSDBg3Cli1bIJPJjNEEY4wx9kohIqSmZ74YYc8N2pNzp8mk5wTv2dtTDJwuow+VSgkQARBApM6+qQlEapiYmkMileo1xYaIYGVbBQGte+Tbl56WjAc3LiA+IYkDfMbKiWIH+AsXLsSiRYvEtFtEhNmzZ+PLL780Rv8YY4yxUpOlUGqdFpN3hD3v6LtSpTZq+xJBgJ2NBextLGBvYwl7GwtUyf3fNvt/+5z/w8Ii0LH/OAS07gFrO4ditSsIAkxMzYpdD2Ps1VDkAD8zMxOjRo3Czp07xfn2JiYmWL9+PUaPHm2s/jHGGGNFplYTUtLlOVNf8kyL0RbAJ2cgXZ5VeKUGspSZisG6vY3li0BdDNxf3Lexkum92mvUsyij95UxVjEUKcB/9uwZ+vbti8DAQDG4r1KlCnbt2oWOHTvqXY9arYaEl61mjDFmAHmWQpy3nps15kWgnnduezoSUzN0rrxaVFKJJGckPSdgzxOs29tYwt42Z9Td1hL21hYwN+PVXBljpcvgvzqBgYHo16+fxsW0NWrUwIEDB1C7dm2964mPj4eLiwtUqtK9iIgxxiqLLIUSpwMf4FxQCJLT5LC1kqFNI190aFoLZqavTtCpUquRnCrPnreenHeUXdu89gzIM3UvxFRU1pbmGqPqYuBumyeAzwnorS3MIZFw6kjGioLUCqiTbkOVfA+kSocgtYTU1h8Su3oQJKZl3b0Kw6C/8Dt27MDYsWORnp4ubmvbti327Nlj0CJYABAZGSmO/jPGGDOu89dD8O3mo0hNzxSvjxIEAWevPcLa7Wcwa3Q3tA7wLZG2iQgZmYp8gfmLFI+a89iTUjNg7LcDUxNJnikwlpoj7Dlz3HOnythZW7xSH3gYq6hUyfegCN8NqOUABAAEggB18h0g8h+Yeg6A1Na/rLtZIej9F23BggVYvHix+CYBAMOHD8fPP/8MU1PDPnFlZWVh6dKlvHgGY4yVgPPXQ/D5uv3iMqW5gym5/6elZ+KzdfuxcOIbeE3PIF+pUiEpVS5eZJobqD9/eVpMTlCfqVAa/XnZWsnEUfS8F5/mm9duawErmRm/xzD2ClEl34MidFueLaT5v1qevd97GAf5RqB3gL9o0SIIgiCOBAHA2bNn4efnZ1CDCoUCMTExUCqN/8efMcYquyyFEt9uPgoQdC58RAAEAr7ZdAQrZr6FNHlWvuww2dNlcu9nICVNbvS+mplKNUbX8wbpGvPabS1hZy2DiVRq9D4wxkoeqRXZI/d6UETshsT/Y56uU0wGfydpbm6OKVOmFDm/vUKhwOPHj7Fr1y4oFMafR8kYY5XZ6cAHSNUj3zoBSMvIwoTF2wotqy9BAOysNeeva58Wk71fZm7Ko+yMVQLqpNs503L0oJJDnXQH0ioBJdupCs6gAN/ExAR79+5Ft27dit1wy5YtMW3atGLXwxhjlU3Y0yjEJyTl265QqrDjUKBR27IwN9WY+pIbnGub125rrX+KR8ZYxfIsMgyJz+PExwIpYYZkmCIZ9vQAJsiedV8YApAYcR4xkdqTsNhXcUJVdy+j9LkiMyjAnzhxolGCewB44403MHXqVKPUxRhjlUXY0ygEdBoCeWYmIAiwtq0CO0c32Du4wqaKE6RSw76YzcrMQOyzUCgy5VBkZUKRJc+5ZUICQtDx33j1UsaYTqRWIibiFtZ+MR6eVW3h6+0CX08nVHOrUqT6BAD3bl3E5M8+0rpfJrPArsO3OMgvhEHvBMOGDTNaw66urhg1apTR6mOMsYqOiHDrfgSquHmjWvU6MDOXQRCKPmJORJBIpLCr4pJvX3paMh7cuID4hCQO8BljEEBwtydUa+UMR9xEVth1kDwGlBkHO6gxb3Ivo7RDRKjt44pNS8fk2/ckIg4LV+1D4vM4DvALoXeAX6NGDdSoUcNoDVtZWWHTpk1Gq48xxioaIsKzuCRcvRuBoOBwBAVHIDElA751mhqlfkEQYGJqBms7B6PUxxirCAgOVmp4O6jg7aiCt4MS3o4qeDkoITMFgEYAbkCdf5agUQiCABtrGfyseWChOPQO8B88eFCS/WCMMQYgLjEVQfcicC04AtfuhSMmIaWsu8QYq6CszHMC+Zwg3tsx+39bmZ4LUwhSCOZOSJGbYuuvv+LNLgHwqFq0qTnMuHhlD8YYK0PJaXJczwnmg4IjEBb1XGdZS5kpvN3sceDgYbh51ICljV0p9pQxVl6ZSQmeDjkBfM7/Po4qOFmr9TpeTUBUkgSPotW4eC0EQ4e8A99ajSCYO0IQpAi5fRVbd3+Izq05f/2rggN8xhgrRRnyLNx8GIlr97Kn3TwMj9W5iquZqRT1arijsZ8HGtfxRG0vF9y48wAbflwNF3efUu03Y+zVJxUIHlU0g3hvRyXcbNWQ6nm5TnyqBKEJUjyJN0FovBShCVKEJ5ggUykgNSkB1y88whtDvCGR5b92h706OMBnjLESlKVQ4u7jKATdi8DVe+G49zgaKrX2UTOJRIC/jysa+3uisb8H6vpWhZkp/5lmjGkiIkCRBLU8GiSPhjse4szqVvDzIpiZJOpVR6pcwJN4KUITcgP57P9TMznVbUXA7xyMMWZEKrUaD8Jis6fc3AvHrYfPkKnQvXJ3DQ8nNPb3RCN/DzSsVQ2WMrNS7C1j7FVHyrScQD4GJI/Ovp8ZC6hfLGhnB6CBr43W4zOVQFjCi9H40JyR+fg0CfTLTM/KIw7wGWOsGIgITyITEBQcjqv3wnHj/lOkZWTpLO/hao9Gftkj9I38PGBnbVGKvWWMvapIlQnKjIE6J5AneTTUmTGAMk2v45UqNSISJAhLNENYvIkYzEclS6AmDuQrGw7wGWPMQJGxSQgKDse1e9kXxyamZOgs62RvlTPlxhON/Dzg4qB9lI0xVjmQWgnKjBMDeModnVck6l2HYGoPQeYCQeYKicwVweHpaD1wOuo07w5rO9uS6zwrN0o9wM/KykJkZCR8fHxKu2nGGCuS+KQ0BN0Lx7XgCATdi0BUfLLOsrZWMjTy90Bjv+ygvpqLHQSBR88Yq2yI1KCs52IAr87MCeQz4wHol70GJlaQmGcH8tnBvAsEc2cIUplGsczwYGQp9UxtySqFUg/wzczMsGjRIrRr1w5jxuRfpYwxxspacpocN+4/xbV74bgWHI6wZ7pTV1qYm6Jh7WrZo/R+HqhezQkSCQf0jFUWRAQoU8QLXtXyGFBmDEgeC5BCv0ok5hBkLnmCeZfsYN7EumQ7zyqsMpmis2TJElSrVg0eHh7o1q1bWXSBMcZEGZkK3HoYmXNhbAQehMfoTF1paiJFvRpVxYC+to8LTKTS0u0wY6xMkDJdY5587sWvUMv1q0CQZo/A5wnmJTJXwJS/6WPGZbQAXy6XY9OmTQgODkZaWhpUKpXWcllZWbhz5w5UKhXmzJnDAT5jrNQplCrcDYnCteDsgP7u4ygoVbpTV/p5u6Kxvwca+3uirm9VmJvx5UuMVWSkzgLJY/PMkc8emYdS35WlBQhmDpqj8eauEMwdIAg8IMBKnlHepRITE9G6dWvcv3/foOMMLc8YY0WhUqvxMCwWQcHZuehvP4yEPEt36kpfD6fsxaX8PdGgljusLMxLsbeMsdJCpAJlxr80tSYalPUcgJ5z2k1t84zG50yxMXeCIOGUt6zsGCXAX7FiBYKDgw1r2MQEM2fONEbzjDGmgYgQ9iwBV3NWi71+/ylS0zN1lq/mYidmuWnk5wF7G8tS7C1jrKQRqUGKpBcXvMpjQJnRoMw4gLTPOMhHapEztSbPBa8yFwhSTnXLXj1GCfD3798PS0tLzJ07F126dIGTkxO+++47uLu7Y8SIERplnzx5grFjx+Ly5ctwcHAwRvOMMYZncUniarFBwRF4npyus6xjTurKJv6eCPDzgCunrmSsRJFaAXXSbaiS74FU6RCklpDa+kNiVw+CxNR47RAByrScjDV5g/kYQK17fQoNgikEmTMkMlcIeefJm1jzPHlWbhglwA8NDcXSpUsxceJEcduECRPwwQcfYO7cuRplvb290bt3b8ycORMbN240RvOMsUooISkNQcEROZluIhAVV0jqSj8PMX2lh6s9v1EzVkpUyfegCN+dcyGqAIBAEKBOvgNE/gNTzwGQ2vobXC+p5DnpJ2PyBPPRgEr3h3tNkuypNLlz5GWu2fPkzewhCBKD+8PYq8QoAX5ycjJ69uypsS0gIAByuRy3bt1C/fr1NfZNmDABAQEB6NevH/r06WOMLjDGKrjU9Excvx8hLi4V+ixBZ1kLc1M0qFVNvDDWl1NXMlYmVMn3oAjdlmcLaf6vlmfv9x6mM8gntSJnYagYcWReLY8BFEl690MwraJ5wavMFYKZIwQJXzDPKiajnNkODg5ITs4/ejZhwgQsXrwY27dv19ju4eEBIsLSpUs5wGeMaZWRqcDtR5G4djcC14LD8TAsFmoduStNTSSo61tVXDHWj1NXMlbmSK3IHrnXgyJiNwS/GYAyRcs8+QTovzCU9YuMNTKXnGk2zhCkfKE8q1yMEuA3btwYs2bNwrZt2zTm1b/zzjuYN28etm3bhmHDhonbt23L/jR/7do1YzTPGKsAFEoV7j2JxrW74QgKDsedkAJSVwoCavu4oLGfJxr5e6B+DXdOXcnYK0addFv//PAqObLufA29A/nchaFyp9WIC0NZFbm/jFUkRnlHHDVqFIYNGwZnZ2dIJBJ06NABhw8fhoWFBWbPno3Ro0fj5MmTaNq0KQIDA7F582YAgJOTkzGaZ4yVQyq1Go/C47Ln0N8Lx61CUldWr+aIxn6eaOzvgQa1q8GaU1cyVuaeRYYh8XkcQAQBSkiRBSkyIUUm7OkezJA9614/+YN7NSRQwAZZsIXU0g12zn45C0PZ8nU0jBXAKAH+kCFDsGPHDvz1119QqVQ4efIkIiMj4enpialTp2Lnzp3YuHGjeFEtEUEQBPTr188YzTPGygEiQljUc3G12Ov3I5BSQOpKd2fN1JVVbDl1JWOlSSoh2MoIbjKCQ2MH2OIxlLFxIFUaoExDRmocou9dhr2tBarYWsLcvHjZcORyBS5ce4SQsFg8Co1FSFgsnkY9h0qdPTVPJrPArsO3UNXWzhhPj7EKzWjfae/cuRMrV67E8ePH0aZNG3h6egIAJBIJ9u3bhzfeeAP//fefWL5Xr1746quvjNU8Y+wVFBWXLK4WGxQcgfikNJ1lHe2s0NjfA41yRuldHW1LsaeMVQYEKzOCnSXB3kINOws17C3UsLek7PuWudsIdpZq2MryXvPSFMB5KKNebDED4F/DzTg9I4JCqYK7iz3cXezRtlktjf1PIuKwcNU+JD6PQ1V3L6O0yVhFZrQAXyqVYsaMGZgxY0a+fU5OTrhw4QLOnj2L6Oho+Pv758uswxgr/54np4urxQbdC8ezAlJX2liaIyBntdjG/h7wdK3CX7kzZiAzEwHONgR3Z2V20G6pzgneKU/A/iKINzXytecqlRpEBBOT4lUsCAJsrGXwszbOBwbGKrtSuypNEAS0a9eutJpjjJWC3NSVufnon0TqTl0pMzdFw1ru4gh9DQ9nTl3J2EuI1IBKDlKmAcpUkCoNpEzLeZwGUqaK92sjGdF/dUV2yslEo/UhPUtAUoaApAwJEtMliE3KQnBwCEYMGQRPT1/AxAqCiRUePAzB8MEd8PM3o+FnpJF8xphxlFnaiaSkJEycOFHMqMMYe/XJsxS4/fAZrgWH49q9CDwIjSkwdWUd36ponDNK7+fjCtNijvIxVh6RWpETnOcN0LP/z53PnjeI1zeTjL6vJpUaSMyQICldyP4/Q4KkDAGJ6dn3EzMkSMzZl5whQaZS84N3alICrl94hN5D/OFj7yduVwtPoVZrf/0zxspWmQX4ISEh2L59Owf4jL3ClCoV7j2OFleLvRvyDAql7tSVtbxdsheX8vNEvZpVITMz3hL0jL0qskfZMzRG03ODd+QE7aRIBXJG36HOMn4nJDJkqk1x7XYYsqRVkKaU4Xn6i1H37MA9+3GqXAAZkMuGMVb+6RXgnzlzxmgNqlQqxMbG4ssvvzRanYyxF7IUSpwOfIBzQSFITpPD1kqGNo180aFpLZiZFvySV6sJjyJixdVibz6MhDxTobO8j7tjzoWxHgio7QFrS05dyV4gtQLqpNtQJd8DqdIhSC0htfWHxK4eBMmr8+GPiAB1lpbR9NT891VpgDIdL1ZkNRJBCkizp74IJlaAibV4P/uxFYScbZBaQZCY4O7NYPSaNRoBrXvA2s7auP1hjJVregX4b7zxBtLSdGe/KIrcVJmMMeM5fz0E324+itT0TAiCIL7Ozl57hLXbz2DW6G5oHeArlicihEc/FwP66/efIiVN98I0VZ1s0cjfE01y0ldy6kqmiyr5XvYqpmo5sjOhEwgC1Ml3gMh/YOo5AFJb/xJrn0gFKNPzj6y/NJddnBZDuj/IFpnU4kVwLrXWGrznzmeHRMbviYwxo9ErwB8yZAg2bNhQ0n1hjBXD+esh+HzdfnFgkXLmxuf+n5aeic/W7ce0EV0gEQQEBWdPu4lP1P3h3cHWMjsXfc60GzcnTl3JCqdKvgdFaN7pl6T5v1qevd97mN5BfvYoe6aWkfWcYF0jeE8DVOlGfU4AAMFEDMiFnBH17OA9z/28gbvA15wwxsqGXgH+hAkTsGHDBtSpUwddunSBra0tTExMijTaoFKpEB0djd27dyMhQXfGDcaY/rIUSny7+ShAuicOUM4/y7ce11mPtaU5GtX2yA7o/T3h5capK5lhSK3IHrnXgyJ8N4Sa7+cE7qlaR9bzBu4g3SsdF40ASC3zjaZrjLJLX9yHxIxfD4yxckGvAL9Zs2YICAjA7t27Ub16daM0PGzYMHTu3NkodTFW2Z0OfIDUAlaF1UVmZoL6Nd1zctF7ooanE6QSSQn0kFUW6qTbOdNy9CksR9b9lcbtgMQsJyjXPp9dnMsutQJMLHiUnTFWIemdReeDDz5AZqbhAYQuAQEBeP31141WH2MVXdjTKMQnJGndd+D0dQgCoCNjZT4uVazwVqd68HS1g4k0O6BPS36OG7efw9HBDl7VOKc10+1ZZBgSn8dp3eeivgBLwGg5WwiC5sWm0vzz1zWmx0jMjNQyY4yVX3oH+OPHjzdqw/b29ti3b59R62Ssogp7GoWATkMg1/Ehu37zzrBzdNW7vgcPQzD8d+3X1cjMzXH95B8c5DOtnkWGYWCP+pDLMwAAVpbmaFTXE80a+qBpfW9Y+bgYVF9iUjpOXQrG86R0JCSm4XlSGp4npYv/ZymBPw/dQlV3r5J4OowxViGVWR58hUKBkydPonv37mXVBcbKjfiEJMgzM1GrYWtYWuW/0NXCykbvzFREBCvbKgho3SPfvvS0ZDy4cQHxCUkc4DOtkhKiUb+2K6aO7YqqLnaQmZsWeV46EUEqlaBOjapa9z+JiMPCVfuQ+DyOA3zGGDNAmQX4T58+Ra9evaBSqcqqC4yVO5ZWtrC2cyhWHYIgwMTUrNj1sMpCDXVaGNSpIVCnhcCbwrB6wVCj1CwIAmysZfCz5g+TjDFmTGUW4K9du7asmmaMMaaDAEJ1JxX8/QlzujdCbexEVogyz37GGGOvOr0C/Bo1aoi5tItLpVIhISEB6eklkKOYMcaYgQjV7FVo6KFAIw8FGngoYCvL/XvvDEAzNaUCljh47DyaNfCBu6t9aXeWMcaYHvQK8D09PXHmzBlxnqWxgn3OJ8yYYQROYcmMwMlahQAPBQI8FGjooYCTtVpnWSVkMLOrDYl1dUisffH4wWMs+WE+Ni0dA+h/XTdjjLFSpFeAP378eJw5cwZEBGtr62IvdBUfH4+MjAyDj2WssiIiuHnWhKW1XVl3hZVDtjI1GuYE9AEeWXC31x3Qp8oF3Hxqiv8eKvD7X+ewad0aNPbKu9rs45LvMGOMsWLRK8B/6623MGXKFPz888/o27dvsRtVq9X44osvsHDhwmLXxVhFF5eYip/3XUWNes3LuiusnLAwVaN+NSUCPLIQ4KFAdSfdyQzkCuB2pCluRJji+lNThMSaQE0CUpMSEByeBp51zxhj5Y9eAb65uTlGjhyJunXrGqVRiUSCMWPGYMGCBUapj7GK6nTgA6z87SRS0vRcGZRVSmZSQp2qCnGUvpaLElIds7kUKiA4ygQ3npriergZgqNNoFRzEM8YYxWJ3ll0Zs+eDSsrK6M17OnpidjYWKPVx1hFkpqeie9/P4Xj/wWL27LkGVCplLCwsinDnrFXgYlUQN1qhFZ+6QjwVKCOmwJmOv6aqwl4FGuC6+GmuPHUFLcjTZGp5ICeMcYqMr0DfBcXw1Yn1Iejo6PR62SsvLt6NxxLtxxF7PNUcVvDmq74af0PqNesUxn2jJUVIjVIHgN16iN44CYe/d4RtpYEQHs2stB4KW48zZ52c+OpKdIy+eJsxhirTMosD35cXBzat2+PO3fulFUXGHulZGYpsWHPOew5cV3cZmVhho+GdkQVC2Ddmqwy7B0rTUQEyoqHOvVxzgJTjwFVdjBvAwCWmn+6o5MluB5hiusRprgRYYbn6RzQM8ZYZVZmAf6pU6cQHBxceEEjuHv3LpYuXYpz586VWpuMGSL4STS+2XQEYVHPxW2N/Tzw8ehucHGwwbWbfN5WdKRIgjr1MVQ5K8ZCkayzbPTzTNx8ao47Mda4HmGK6GRpKfaUMcbYq06vAH/jxo1YvXo1pkyZgjFjxuTbP3bsWL0bVKvViIuLw4kTJ/TvZRGdPXsW3377Lfbv3w8igre3d4m3yZghVCo1th28jF8PXIZKnZ260MxUinH926BfpwBIJDxXuqIiZRrUaY/FUXrKitddWCKDxNoHEitfBD8T0GzkVAS07gFrO1npdZgxxli5oVeAP336dKSkpGD69OlaA/zz58/jwYMHBjVMRCW20JVarcbEiRNhYWGBuLg4oy3MxZgxRUQ/x5KNR3DvSbS4rbaXC2aN7Q7vqg5l2DNWEkglhzotVJxyQ/Io3YUFU0isvCCx9oXEyheCRVUIQva0m6xn/G0OY4yxgukV4NepUweXLl1C/fr1te4fPXo05syZY9SOFYdEIsH69esBAElJSahSpQoH+eyVQUT4+9QN/G/XOWQqlAAAiUTAsF7NMaJ3c5hIebpFRUBqBdTp4S8C+vSnAHQtMCWBYOkBibUvpFbVIVh6QpCU2QxKxhhj5Zxe7yCHDh3C8ePH0aVLF637R40ahfnz52P+/Pl44403ClzpVqVSITY2FkuXLsWePXuK13s92NnZwcHBAfHxBXz9zVgpiXueiqW/HEPgnTBxWzUXe3w6tjvqVHcrw56x4iJSgTIiswP61BCo08MBUuooLUCQuWWP0Fv7QmLpBUFqXqr9ZYwxVnHpFeDb2dlhwIABOvdXrVoVPXr0wHvvvQdXV9dC6/P19cWSJUuwe/du/XtaDBYWFqXSDmMFOXn5PlZvO4mU9ExxW58ODTB+YFtYmJuWYc9YUYipK9NyAvq0UECdqbO8YO4EiVVOQG/lA8HEshR7yxhjrDIx2nfAn332GSQS/VOzeXl54ffffzdW8wWS8pQHVoZS0uRY/fspnLx8X9zmaGeFGe90QYv6PmXXMWaQ7NSVCeKUG3XqY0CVpvsAUztIc+bQS6yrQzC1Lb3OMsYYq9SMFuC3aNHCoPJmZmYYPHiwsZpn7JUUeCcMS7ccRVzii0CwQ9Na+GhYR9hZ8zdLrzpSJEOdGpKTuvIxoEjSXVhqBYl19RcXxppVKbFEAowxxlhBSu0qrqCgINSqVQtWVlal1SRjZUaepcBPu85h76kb4jZrS3NMHtoRnZvX5sDvFUXK9JzR+ZwLYzPjdBeWmENiVV0M6gVzF/69MsYYeyUYLcCPj4/Hhx9+iPPnz2Px4sUYNWqUxv6EhAT07NkTAQEB+OKLL2Bvb2+spo0qMzMTmZkv5tEmJ+tebIYxbe49icY3G48gPPrFolVN6nji41Fd4VzFpgx7xl5Gqszs1JU58+hJHg1AR8YtwSQ7dWXOPPrs1JU8/Y8xxtirxygBfmZmJrp06YKbN28CADZs2JAvwO/cuTM6duyIyZMnIyAgACdOnECNGjWM0bxRff3111i4cGFZd4OVQ0qVCr/9cxm//XMZanV2kGhmKsX4AW3Rt2NDXrTqFZCdujIiZ4Q+RI/UldXEKTcSTl3JGGOsnDDKu9Xq1atx48aLqQgtW7bUWk4ikWDNmjW4cuUK3njjDVy9evWVy3Aze/ZsTJ8+XXycnJwMT0/PMuwRKw/Co55jyaYjCH5p0apP3+0OLzdetKqsvEhd+Th7lD4tTI/UldWzA3orb05dyRhjrFwySoC/fft2WFlZYeLEiWjTpg169+6ts6wgCJgyZQpGjBiBtWvXYubMmcbogtGYm5vD3Jzf1Jl+1GrC36dv4KeXFq0a3qs5hvOiVaWOSA3KjH2Riz7tiR6pK3MvjK3OqSsZY4xVCEYJ8O/du4dNmzZh0KBBepVv0KABAOD3339/5QJ8xvQV9zwVS7ccReDdcHGbh6s9Ph3THf68aFWpyE5d+fxFLnq9U1fmXBjLqSsZY4xVQEYJ8IkIbdq00bt8YmIigOwPBoyVRyf+C8bq308hNc+iVX07NsT4gW0gM+NFq0pSdurK7Ck3qtSQQlJXWoqj8xJrXwhmDpzphjHGWIVnlADfy8sLsbGxcHd316v8X3/9BSA7Fz5j5Ulymhyrt53EqSsPxG2O9lb4eFRXNKvrXYY9q7iyU1c+eXFhbKGpK71f5KKXuUAQ9F+AjzHGGKsIjBLgd+/eHf/73/+wdu3aQsuePn0aa9asgSAIaNSokTGaZ6xUXL4dimW/HEN8nkWrOjWvjclDO8LWSlaGPXu1kFoBddJtqJLvgVTpEKSWkNr6Q2JXD4Kk8G83SJUJdXpo9ih9aghIHoUCU1daer3IRW/hzqkrGWOMVXpGCfA/+ugj1K1bF1WqVMGCBQtgYpK/WrlcjpUrV2LhwoVQKBQQBAHjxo0zRvOMlShdi1ZNGdYJnZrXLsOevXpUyfegCN8NqOUABAAEggB18h0g8h+Yeg6A1NZf4xhSK0Hp4VClZc+hp/QIFJq60so3O6i39NTrQwNjjDFWmRglwK9Rowa+/vprzJw5E5s2bULfvn1Rt25dWFpaIj4+HteuXcPBgweRnJwMouyRuO7du2P48OHGaL5QKpUKAKBW6woaGNPu3uMoLNl0BBHRieK2pnW98PE7XeFUxbrsOvYKUiXfgyJ0W54tpPm/Wg5F6DaQ1xBITO2gTn2UvWpsWhhACp31ZqeuzJlHb+XDqSsZY4yxQhht1Zbp06cjLS0NCxYswPr167WWyQ3ue/bsiR07dhir6UIlJSVp/M9YYZQqFX47cBm/HXyxaJW5qQkmDGyDPh0b8oWaLyG1InvkXg/KsD8K3C+YOWYH9NbVc1JXWhmji4wxxlilYdRlGefPn49u3brhiy++wPHjx5GZ+SLDiEQiQYsWLTBp0qRSGblPTk5GXFwctm/fjpSUFHHb119/jSFDhsDJyQk2NjYl3g9W/oRFJWDJxiO4HxojbvPzccWnY7rD061KGfbs1aVOup0zLacITGwhsfYV01cKZnbG7RxjjDFWyRh93fVWrVph//79kMvlCAkJQWJiImxsbODj41OqAfWwYcNw4MCBfNvnzJmDOXPmYPDgwfjjj4JHElnlolYT9p66jp92n0OWIntal0QiYMTrLTDs9WaVftGqZ5FhSHyuPYONi/oSLJE9674wBEAFGRIFP2TAGUqVFZAsAMlqAI8AAPZVnFDV3ctYXWeMMcYqFaMH+LlkMhnq1q2rc39aWhq+/PJLfPXVVyXS/v79+0ukXlYxxSSkYNkvx3A1z6JVnq5VMGtsd/j7uJZhz14NzyLDMLBHfcjlGVr3r1k0DE3q65cmVABw/VYwJn/2uc4yMpkFdh2+xUE+Y4wxVgQlFuAX5vHjx/jmm29KLMBnTB9EJC5alZaRJW7v1ykA4wa8xotW5Uh8Hge5PAOfT3kTPh5OGvvMTKXwcHfQuy4iQm0fV2xaOkbr/icRcVi4ah8Sn8dxgM8YY4wVgdED/KdPnyI6OhppaWniRbV5qVQqxMbGYunSpcZumjGDJKVmYNW2kzgT+FDc5mRvhY9HdUPTuhxYauPj4QS/Gm7FqkMQBNhYy+BnXbx6GGOMMaad0QL8HTt2YN68eXj06JFe5YmIM5GwMvPfrSf47pfjiE96sWhV5xZ+mDykA2x40SrGGGOMlWNGCfD/+OMPMTOOtlF7xl4VGZkK/G/XWew7fVPcZmNpjo940apCVbGzhLMjZ55ijDHGXnVGCfC//vprMbBv164dmjRpAjs7O50j9CqVClu3bkVYWJgxmmdML3dCnuGbTUfxNCZR3Nasrhdm8qJVBSJVBqqo7+DPdRNhITMr6+4wxhhjrBBGCfAfPnwIQRCwbt06TJgwQa9jevbsiXbt2hmjecYKpFSpsHX/f/j94BWoKc+iVW+1RZ8ODXiqmA6kyoQq/gKUsedhDznAwT1jjDFWLhglwK9WrRqePHmC0aNH632Mn58fvLz4QkZWskIj47Fk0xE8CIsVt/n7uOLTsd3h4cqLVmkjM5PAAXeRGbwHUKWL2xUKFVLT5ahixyvLMsYYY68yiTEqGTFiBFQqFRQKhd7HODo64vHjx8ZonrF81GrCrmPX8P6Xf4jBvVQiweg+rbDqk0Ec3GthIiH0aUII/KkNXHE1T3AvQQq8MHjSj4iJSynTPjLGGGOscEYJ8KdPn44aNWpg9+7deh+TkJCAFi1aGKN5xjREJ6Rg1so9WLfzXyiU2SvSerlVwepZgzCidwtIpUY57SsMiUDo7C/Hj8OfY3ovgrtjbhYhARK7BjCrPQlxkiaIik0u034yxhhjTD9GmaJjbW2NXbt2YeTIkXjzzTdhb29f6DGPHj1CYGCgMZpnDEB2Bqfjl4Lx/R+ai1b17xyAcf3bwNyszNZ1eyUJILxWIwsjWqbD00GlsS8FHnCs1RcSWe4qvnxBPGOMMVZeGCXi+eWXXwAAXbp0weuvv473339fZ1kiQlJSEn788UdjNM0YgJxFq347iTNXXyxa5VzFGjNHdUXTOnythyZCcx8FRrRMQw1nzcD+v0fA7LWXsGb5cDiLwT1jjDHGyhOjBPgff/wx4uLixMeXLl0q9Bhe6IoZy3+3nmDZlmNISH5xQWiXFn6YPLQjrC3Ny7Bnr56G1bIwslU66lRVamy/HWmCXy5a4dLdFFy/z1NxGGOMsfLMKAH+yJEjsXz5cmNUxZjeMuRZWL/rLPafuSVus7GSYerwTujQtFYZ9uzV4++mwMiW6Qjw1LwQ/kGMCbZetMTVMFMA/IGbMcYYqwiMEuCPHz8ey5cvR79+/dChQwdYW1tDKpVqHaFXKBSIjIzE5s2bERoaaozmWSV059EzLNl0BJGxSeK25vW8MeOdLnCy50WrclV3UmJkqzS08NEM7EPjpfj1kiUuhJiBA3vGGGOsYjFKgO/n54cOHTpg+/btMDU11euYrl278kJXzGAKZfaiVX8cerFolczMBO+91Q5vtK/P075yeNgrMbxlOtrVytLYHpkowbb/LHHmgTnUxD8rxhhjrCIyWlqRDz74ABEREahevbpe5Rs0aIBhw4YZq3lWCYRGxuPrjUfwMPzFolV1qrth1pju8HC1L7uOvUJcbVQY2iIdnfwykTcbaGyKBH9ctsSxe+ZQqTmwZ4wxxioyowX4gwYNMqi8RCJBgwYNjNU8q8DUasLuE0H4ec95Ma+9VCLBO2+2xJAeTTmvPQBHKxUGN8tA97pymEhfbH+eLmDnFUscvC2DQsWBPWOMMVYZlFli8Dt37mD27Nn45JNPyqoLrByITkjB0s1HERQcIW7zruqAT8d2Ry0vlzLs2avBVqbGoKbpeL2BHOZ5Xs0pcgG7rlpg3w0LZCo5sGeMMcYqkzIL8FeuXFlWTbNygIhw9OI9rPnjNNLlL+aRD+zSCGP7vVbpF62yMlOjf+MM9AmQw9KMxO3pWQL2BsnwV5AF0rL4mw3GGGOsMir1KOnx48eYPn069u7dyxdEMq2SUjOw4tcTOHvtkbjNuYo1PhndDY39PcuwZ2XPwpQwqGk6BjbOgLXsRWCfqQQO3LTAn4EWSJZzYM8YY4xVZqUW4AcGBmL58uXYuXMnVCpV4QewSunizcf47pfjeJ5n0aqurfwxaXCHSr1olQAV3u/jhY+HERysX/xsFCrg8G0ZdgRaICFNWkANjDHGGKssSjTAJyLs3r0bK1euxPnz58VtPHLPXpYhz8KPf57FgX9fLFplayXD1BGd0b5JzTLsWdkiUkH1/Bpq4Bi+nuAnblepgRPB5vj9P0vEpHBgzxhjjLEXSiTAT05OxoYNG/D9998jLCwMQHZgnyvvfcZuP3qGb15atKpFfR/MeKcLHO2syrBnZYdIDXXiDShjToKyniPv6hJnHphh2yVLRCRW7usQGGOMMaadUSOEkJAQrFq1Cps3b0Zqamq+QL5+/fqYOnUq+vfvj3Xr1mH+/PnGbJ6VMwqlCr/su4TthwNfLFplbor332qH3u3qVcpveogI6uQ7UEafAGXGauw7eCkWf95wQXSmbRn1jjHGGGPlgVEC/FOnTmHFihU4cOAAiEhjGo4gCGjcuDHmzZuHfv36iccMGTIE8+bNM0bzrBx6/DQeSzYdxqPwOHFbXd/sRauqudiXXcfKCBFBnfoAyqjjIPkzjX0SK188SquFYYtnIqB1D1jblVEnGWOMMVYuFDnAVygU2LZtG1auXIkbN24A0JxfL5FI8MYbb+DIkSPYvXs3vLy8NI738vLCyZMni9F1Vh6p1YRdx69h41/noVCqAWQvWjXqzZYYXEkXrVKlPoYy+jgoPUxju2DpCRPXLpBa+0J+M7iMescYY4yx8sbgAD82NhY//PADfvzxR8TExADQnFPv5OSEcePG4f3334enpyeqVKmivWETE3To0KGI3WblUXR8Mr7ZfBQ37j8Vt1XmRavU6RFQRh+DOjVEY7sgqwoT1y6Q2NSqlNOUGGOMMVY8egf4N27cwMqVK/HHH38gMzMz3/z6Vq1a4cMPP8SgQYNgZmZm9I6y8ouIcOTCXazdfhrpcgUAQBCAgV0aY2y/1jAzrVwXi6ozoqCMPgF1yj2N7YK5M0xcO0NiWweCUPm+yWCMMcaYcegdWY0aNQrXr18HkD2vXhAEyGQyDB06FB9++CEaN25cYp1k5VdiSjpW/noSZ4NeLFrl4mCDT0Z3QyM/jzLsWelTZ8ZlB/ZJtzS2C6ZVYOLaCRL7hhzYM8YYY6zY9A7wr127hmPHjuG7777D4cOHAQA9evTA5MmTERAQUGIdZOXXxRuPseyXY0hMyRC3dW9dBx8Mbg9ri8qzaJU66zlUMaegeh4EIM83Xya2MHHpAKlDEwgC57JnjDHGmHEYNDeia9eu6Nq1K+7cuYPvvvsO27Ztw969e9G+fXt89NFH6NevH88ZZkiXZ2Hdzn9x8OxtcZutlQzTRnRGu0q0aBUpUqCMOQ3V80CA8qzeLLWCiUs7SB2aQ5CY6q6AMcYYY6wIijQfoG7duvj5558RGhqKOXPm4NatW3jrrbdQvXp1LF26FM+fPzd2P1k5cfNhJCYs3qYR3Lds4IMNnw+vNME9KdOgeHYYmcEroEr470VwL5HBxLULzP2mwsTpNQ7uGWOMMVYiijXh18XFBYsXL0Z4eDjWrFkDc3NzzJo1C56ennjvvfdw+/ZtHtGvJLIUSvy0+xymL/sTUXHJALIXrZo2ojO++PBNOFSCFWlJJYci+gQyg1dCFXcOIGX2DokZpM7tYe4/DSYuHSBIK8/0JMYYY4yVPqNc0SeTyTBx4kTcu3cPe/bsQZMmTfDTTz+hYcOGSEpKQlBQUL5jUlNT4eDgYIzmWRkLeRqHSUt2YPvhQOQmV6pXoyr+N38oererX+E/5JE6C8rYf7NH7GNOAerM7B2CCaSOrWHuNxWmbl0hSC3KtJ+MMcYYqxyMmrJDEAT07dsXZ86cwaVLlzBo0CBIJBL0798fXbp0wZkzZ8Sy9+7dQ1JSkjGbZ6VMpVZjx5Gr+PCrPxASkb0irYlUgnf7v4blMwfC3dm+bDtYwkithDLuIjKDV0IZdRRQ5V5MLIHUoRnM/abA1L0XBBPrMu0nY4wxxiqXEktA3rx5c/zxxx8ICwvDypUr8fPPP6NTp05o3bo13nrrLfz5558l1TQrBVFxyfh28xHceBApbvNxd8CnY3ugpqdzGfas5BGpoHoeBGXMKUCR90OqAIl9AExcO0Jixt9OMcYYY6xslPgKQ15eXli+fDkWLFiA9evXY+XKlZgxYwaIqMJP3aiIiAiHz9/FDzs0F616q2sTjOnbqkIvWkWkhjrpFpTRJ0BZCRr7JLb1snPZyyrfiryMMcYYe7WUWjRma2uLjz/+GJMmTcIXX3yBb775Jt9quOzV9jw5HSt+PYHz10PEba6O2YtWBdSuuItWERHUyXezA/vMGI19EptaMHHtColF1TLqHWOMMcaYplIfbrWwsMCXX34Jc3NzLFy4sLSbZ0V0/noIlm89rrFoVY/X6uKDt9vBqoIuWkVEUKc+hDL6OCgjUmOfxKo6TFy7QGLlVUa9Y4wxxhjTrszmU4wYMQILFiwoq+aZntLlWfhhxxkcOndH3GZnLcP0kV3QplGNMuxZyVKnPYEi6jgoPVRju2DhARO3LpBaV9znzhhjjLHyrcwCfF9fXygUirJqnunh5oOn+GbzUTGvPQC0blgd00d2QRVbyzLsWclRpz+FMvo41KkPNbYLMtfsEXsbP752hDHGGGOvtDK9IlIqlZZl80yHLIUSW/6+hB1HX+S1tzA3xQdvt0fPNnUrZICrlkdDGX0C6uS7GtsFcyeYuHSGxK4uBMGoWWUZY4wxxkpExU15wookJCIOSzYdEfPaA0D9mu74ZHQ3uDvblWHPSoY6Mx7K6JNQJ90E8OKib8HUHlLXTpDaN4Qg8AdRxhhjjJUfHOAzANmLVv159Bo2/30BCqUaQPaiVWP6tsZb3RpDKqlYo9eUlQhlzCmongcBUL/YYWIDE5cOkFZpAkHCLw/GGGOMlT8cwTA8i0vCt5uO4ubDF5liqldzxKdjuqNGBVu0ihQpUMaegSrhCkCqFzukljBxbgepYwsIEtOy6yBjjDHGWDFxgF+JEREOnbuDH3acQUbmi0WrBnVrgtF9KtaiVaRMhzLuLFRxlwDKc3G3xBwmTm0gdWoNQVox030yxhhjrHKpOBEcM8jz5HQs33ocF248Fre5Odrik9Hd0LB2tTLsmXGRSg5V3AUo484D6swXOwRTSJ1awcSpDQSTipkRiDHGGGOVEwf4ldC5oEdY8esJjUWrerapi4mDKs6iVaTOgir+PyhjzwKq9Bc7BCmkDs1h4twegql12XWQMcYYY6yEcIBfiaRlZOKH7Wdw+MKLVJD2NhaYNqJzhVm0itRKqJ4HQhlzBlCm5NkjgbRKY5i4dIRgVvGyATHGGGOM5Sr1AP/8+fP45JNPIJFI8M0336B169al3YUKKUuhxOnABzgXFILkNDlsrWRo08gXHZrWgpmpCa7fj8C3m48iOv5F0PtagC+mjehcIRatIlJB9fw6lDGnAEVinj0CJPYNYOLSCRJzxzLqHWOMMcZY6Sn1AH/w4MGIjIwEEWHo0KF48uRJaXehwjl/PQTfbj6K1PRMCIIAIoIgCDh77RHW/nEGAX7VcP56iMaiVR8O7oAer9Up94tWEamhTroNZfQJUFa8xj6JbV2YuHaGROZSRr1jjDHGGCt9pR7gW1lZgXIiTUvL8j9yXNbOXw/B5+v2i2s05f5sc/9PzcjEuaAQsXyDmu74ZEw3VHUq39NUiAjqlGAoo4+D5NEa+yTWNWHi1hUSC/cy6h1jjDHGWNkp9QB/z549WLx4MQRBwGeffVbazVcoWQolvt18FKC8a7DqNqZvawzp2bRcL1pFRFCnhUAZdQyU8VRjn2DlDVPXrpBYeZdR7xhjjDHGyl6pB/h16tTBtm3bSrvZCul04AOkpmcWXjCHq4NNuQ7u1WmhUEQfB6U90dguWFSDiWsXSKxrlPspR4wxxhhjxcVZdF5xYU+jEJ+QpHXfgdPXIQgQ59YXRBCA/aeD4GilPQB2dLCDVzW34nS1xKgzIqGMOg516gON7YLMNXuOvY0/B/aMMcYYYzmMFuCfP38erVu3NjjQSklJgVQq5fn4WoQ9jUJApyGQZ2ofpa/fvDPsHF31qosIOHf5Jtb/sErrfpm5Oa6f/OOVCvLV8hgoo09AnXxHY7tg5ggT106Q2NWHIJTfbyQYY4wxxkqC0QL8Pn36ICgoCB4eHnqVv3r1KsaPH4+goCAAQNu2bbF06VK0aNHCWF0q9+ITkiDPzESthq1haWWbb7/M0lrMmFMYIoKVbRUEtO6Rb196WjIe3LiA+ISkVyLAV2cmQBlzEurEG9C4usDUDiYunSCtEgBBkJZZ/xhjjDHGXmVGC/BVKhXUajUAQC6XIy0tDY6O2vOOP3v2DD179kR8fDw6d+6MZcuW4cGDBxg+fDi++OILDB482FjdqhAsrWxhbedQrDoEQYCJqVmx6ylJpEiCMuY0VAlXAahf7DCxholzB0gdmkKQ8KwyxhhjjLGCGDVa2rx5M3799Vc8evQIAFCtWjXMmDEDU6ZMyVcuLi4OgiDgiy++QEBAAAICAtCiRQu0bt0a1atX55H8SoQUqVDG/gtVwmWAlC92SC1g4twWUseWECRmZddBxhhjjLFyxKgB/sKFCwG8yMEeERGB6dOn49q1a9i8ebNY7uzZs+L92rVri/e9vLwwZcoUjB07Frdu3TJm19griFQZUMaehSruIkCKFzsk5jBxeg1Sp9YQpLKy6yBjjDHGWDlklCsUr1y5guTkZHE+eO3atfHaa6+hRo0akEgk2Lp1q0ZqzPj4FyuO2tlpLrjUv39/3LlzB3/99ZcxusZeQaTKhDLmFDLvrYAq9t8Xwb1gCqlTW5j7TYOJaycO7hljjDHGisAoI/irVq0CEWHq1Kn49NNP4eLiIu578OABhg4ditWrV2PYsGEAsufo55K8lJe9Zs2aMDMzw969e9GvXz9jdI+VElIroE66DVXyPZAqHYLUElJbf0js6kGQmILUCqji/4My9l9Alf7iQEEKqUMzmDi3h2BqU3ZPgDHGGGOsAjBKgH/69GlMmzYN3333Xb59tWrVwqZNm9CkSRNkZWXBzMwMSmX2PGtt2V8EQYCNjQ0uXLhgjK6xUqJKvgdF+G5ALQcgACAQhOwUl5H/QGLfAOrke4AyJc9REkirNIKJS0cIZvZl03HGGGOMsQrGKAF+dHQ03n33XZ37GzRoAIlEgoSEBLi5uYnZdszMtF84qVarER0dbYyusVKgSr4HRWje1YlJ83+1HOqEy3n2C5DY1c/OZW/uVEq9ZIwxxhirHIwS4FtZWYmj8toEBwdDoVDA1jY7l3vuRbjaFrdSKpVITk7ON3WHvZpIrcgeudeTYFMbpm7dIJHpt0AXY4wxxhgzjFGi6Pr162PNmjVa96WmpmLcuHFo2LChGNBn5qzM+vIFtgBw//59qFQqrfvYq0eddDtnWo5+TOwacHDPGGOMMVaCjDKCP2TIEEyaNAmhoaEYOnQoPDw8kJaWhitXrmDz5s2IjIyEk5MTLly4gLp16yIiIgKCIMDVNX+gd/DgQQCAn5+fMbrGiulZZBgSn8fp3O+ivgRLZM+6LwwBSIw4j5hIldb99lWcUNXdq0j9ZIwxxhhj2YwS4I8fPx4///wzjh49imPHjmnsIyK4u7vj6NGj6NmzJzIzM6FSZQd4N27cwMqVKzF16lQAQGJiIlatWgVBENC5c2djdI0Vw7PIMAzsUR9yeYbOMmsWDUOT+t561ScAuHfrIiZ/9pHW/TKZBXYdvsVBPmOMMcZYMRglwDc1NcU///yDPn364PLlyxr7qlWrhgMHDqBOnTo4dOgQevbsCSKCs7Mzzpw5g/feew8bN25Ely5dcOTIEURERMDExASjRo0yRtdYMSQ+j4NcnoHPp7wJHw/tF8O6u9qL6x8UhohQ28cVm5aOybfvSUQcFq7ah8TncRzgM8YYY4wVg9FWsnV1dcXFixexd+9enDlzBiqVCo0aNcLQoUMhk2UvWFSnTh3cu3cP//zzD5o2bQofHx8cPnwYY8aMwapVq8S6PvjgA/j6+hqra6yYfDyc4FfDrdj1CIIAG2sZ/KyLXxdjjDHGGNPOaAE+kB3A9evXr8AFqiwsLDBw4EDxsbm5ObZt24Z+/frhp59+Qp06dbBs2TJjdosxxhhjjLFKw6gBfnG8/fbbePvtt8u6G4wxxhhjjJVrRkmTaWlpiQcPHhijKsYYY4wxxlgxGCXAl8vlmDlzJlJSUoxRHWOMMcYYY6yIjLZc7L59+1C9enV8/vnniI6ONla1jDHGGGOMMQMYLcBfunQp1q5di4sXL8LHxwejRo1CUFCQsapnjDHGGGOM6cEoAb6rqytGjRqFwYMH4/DhwwgMDISlpSXatm2Ljh07Yu/evSAiYzTFGGOMMcYYK4BRAvxnz57ByenFQkh169bFunXrEBERgddffx1TpkxBzZo1sWrVKqSmphqjScYYY4wxxpgWRpuio429vT0++eQThISEYMmSJfjzzz/h4eGBGTNm4MmTJyXZNGOMMcYYY5VSiQb4YiMSCerUqYMaNWogLS0NK1euRK1atTBgwIDSaJ4xxhhjjLFKo8QXujp06BCWL1+O48ePA4A4F9/b2xudO3cu6eYZY4wxxhirVIwS4Ht5eeHatWtwdHQEAGRlZWHr1q1YsWIF7t69C+BFYN+6dWvMmDED/fv3hyAIxmieMcYYY4wxlsMoAX5ERAS2bNmCrl27Yvfu3fjxxx8RGxsLIDuwl0gkGDBgAGbMmIFWrVoZo0nGGGOMMcaYFkabovPxxx+L93NH662trTFmzBhMnToV1atXN1ZTjDHGGGOMMR2MOgc/N7CvVq0aJk+ejPfeew92dnbGbIIxxhhjjDFWAKMG+HXq1MHs2bMxZMgQmJiU+PW7jDHGGGOMsZcYLU1m9+7dcf36dYwYMUKv4D42Nhavv/66sZpnjDHGGGOMwYgB/hdffGHQqP3Vq1dx+PBhYzXPGGOMMcYYg5Gm6Dx48AC+vr56l09JScH8+fON0TRjjDHGGGMsD6ME+DVq1NCrnFqtxm+//YZ58+YhPDy8xPLgx8fHY//+/YiMjISnpyd69+6NKlWqlEhbjDHGGGOMvUqMNkWnIMnJyVi2bBl8fX0xevRohIeHl0g7RISlS5fC09MTS5YsQXBwMJYvX45q1arhu+++E7P8MMYYY4wxVlGVaKqbhw8fYtWqVdiyZQvS0tJARBAEAYIgGD3YJiKMHTsWmzdvxtixY7F+/XrxmoAZM2Zg5syZCA0NxerVq43aLmOMMcYYY6+SEhnBP3HiBPr06QN/f3/88MMPSE1N1dhfv359WFtbG7XNpUuXYvPmzfD19cW6des0LvhdsmQJfHx88P3332Pjxo1GbZcxxhhjjLFXidEC/KysLGzatAmNGjVCt27dcODAAajVanGk3tzcHB9++CHu37+P69evY/PmzcZqGmFhYfjss88AABMnToSZmZnGflNTU4wbNw4AMHPmTMTExBitbcYYY4wxxl4lxQ7wY2JisGDBAnh5eWHcuHG4efOmxvQbQRDw4YcfIiQkBN9//714QW6LFi2MNk3n22+/RWZmJgDozK3fq1cvAMDz58+xfv16o7TLGGOMMcbYq6bIAf7169cxZswYeHt7Y/HixeKoeG7QXrNmTaxYsQLW1tb4+OOP4ebmpnG8h4cH1Gp1MbqeLSsrC9u2bQMAWFlZwd/fX2u5gIAAmJubAwB+/vnnYrfLGGOMMcbYq8jgAP/vv/9Gp06d0KRJE/zyyy/iyDmQPVrfp08fHD58GMHBwZgyZQokkpJN1HPx4kU8f/4cAODj46OzPalUilq1agEAQkND8eDBgxLtF2OMMcYYY2VB7yw6q1atwpo1axASEgIAGtNrHB0dMW7cOLz//vvw8vIyfi8LcOnSJfG+p6dngWWrVq2KW7duAQAuX74sBvyMMcYYY4xVFHoH+I8fP0Z0dLRGqssWLVpg0qRJGDRoUL4LW0vLw4cPxfvu7u4FlrW3t9d6HGOMMcYYYxWF3vNnVq5cifDwcHz99ddwd3cHESE+Ph7x8fEa03RKW1RUlHi/sNSbuXPwASAxMbGkusQYY4wxxliZMWihKzs7O8yaNQszZszA77//juXLl2Pq1KmYP38+Ro8ejUmTJpX6tJf09HTxvqWlpd7HJScna92emZmp8YElKSmpwPIlKTU1FaRWIiUxFkpFyX2IykhLBqmVSE1N1XieqampUKkJdx48Q2p6Vom1DwBhT+OhUlO+PrBsfC6wXHwusFx8LrBcleVcqOznQe5z1isLJRXTsWPHqFevXiSRSEgqldLrr79Ohw4dEvfb29tTaGhocZvRqUePHgSAAND8+fMLLPv222+LZSdOnKi1zOeffy6W4Rvf+MY3vvGNb3zjG99epVt4eHih8bFBI/jadOnSBV26dMGdO3ewfPly/Pbbbzh06BBq166NSZMmFZgK88aNG2jYsGGx2rexsRHvy+XyAsvm3W9ra6u1zOzZszF9+nTxsVqtRkJCAhwdHSEIQrH6WlkkJyfD09MT4eHhOn/OrOLj84Dl4nOB5eJzgeXic8FwRISUlJRCrzkFDJyiU5C6detiw4YN+Oqrr7BmzRr8+OOPmDx5MgRBwI8//ohPP/1U4xeYkJCAxo0bQ6VSFavdvJlz0tLSCiybkJAg3teV7cfc3Fxjrj6geXEu05+trS2/aBmfB0zE5wLLxecCy8XngmHs7Oz0Kmf0JPUuLi5YtGgRwsLC8MMPP6BWrVpYsmQJfHx8sGjRIvHi1v/++88o7dWvX1+8//Tp0wLLxsbGaj2OMcYYY4yxiqLEVqGSyWR4//33ce/ePfz1119o0KABFixYAE9PT/Tr1w9jxowxSjsdO3YU7+fm6NeGiPDkyRMA2aP0zZs3N0r7jDHGGGOMvUpKdpnZHH369MHp06dx6dIldO7cGX///Teio6ONUrevry8CAgIAAHfv3kVGRobWcg8fPhSz4/Tu3RsWFhZGaZ/lZ25ujs8//zzfVCdWufB5wHLxucBy8bnAcvG5ULIEIn1y7RjXkSNHMHz4cCQkJBR7Dj4AbNq0CWPHjgUAHDp0CD169MhXZsuWLRg9ejQA4MSJE+jUqVOx22WMMcYYY+xVUyoj+C/r3r07li9fbrT6Ro4cKc6p3759u9YyO3fuBAD06NGDg3vGGGOMMVZhlckIPgDEx8ejX79++Pfff41S3/Xr19GiRQsAwK1btzQW3Dp9+jQ6deoEV1dX/PfffxqZdxhjjDHGGKtIyizALwmHDx/GwIED4ebmhjVr1sDPzw///PMP5syZAxcXF+zduxd169Yt624yVm4RES5cuIDAwECkpKTA1dUV7du3N2gF66SkJBw/fhyPHj2CIAioUaMGunTpwmnSyqGgoCCcPn0aSqUSAQEB6Ny5MyQSw74YPnfuHC5cuABTU1O0aNECrVu3LqHeMl0yMjLw77//4u7du0hLS4OTkxNatGiBRo0a6V3HpUuX8N9//yE1NRVubm7o3LkzvL299T6eiHD58mUEBgbi+fPnsLa2RoMGDdC2bVuYmpoW4VmxV1VWVhaOHz+O27dvQ61Ww9fXF127djVKSvJHjx7h0qVLePbsGRQKBT799NPid7i8MmDR2HLh4cOHNHbsWPLy8iJzc3OqX78+ffPNN5Senl7WXatwPvroIwJAo0aNKrTs06dPydzcXOeqbNWrVyelUlnynWaiO3fu0JgxY6h27dp6lT9//jzVrVtX6++vd+/eFBERUeDxarWavv76a7K2ts53vI2NDX355ZekVqv17v+bb75Z4Ep/x48f17sulk3f13RUVBS9/vrrJJFIqEePHjRixAhycHAgf39/unLlil5t3b9/n1q1akUymYz69OlDgwcPJktLS2rVqhU9ePBA7z7v2rWrwPNg5MiRetdVGf3444/k7OxMdnZ21KtXLxo9ejS1atWKAFDz5s3p+vXrBR4fHBxMLVq0yPdzl0gk9OGHH5JCoSi0D//++y/VrVuXpFIpdejQgcaMGUNdu3YlmUxG1apVo507d+r1XNRqNTVs2FDnuSCRSAw6tyo6Q98DdMnKyqJmzZoRANq0aVOBZQ8cOEDu7u5a3wN++umnIrWflJREixcvpurVq5OnpydNmzaNdu3aRXfv3i3wuIoel1S4AJ+Vjv3794svAn0C/KlTpxb4Jrxq1aqS7zQjouw30zfffJMEQSAA5O3tXegxJ0+eJDMzM5JIJNSgQQPq27cvNW3aVKwDAFWtWpUeP36ss47x48cTALKzs6N27dpRnz598v2hHzp0qF5B/rVr1wo8nxo3bmzAT4QR6f+aDg0NJS8vLzI1NaVDhw6J22NjY6l27dpkaWlJ//77b4FtXb16lezt7cne3p4CAwPF7Q8fPiRnZ2dydnYu9M05V+PGjQs8F4KCgvSqpzKaN28eAaA33niDoqOjNfYdPXqULCwsyMbGRueHtkePHpGzszPZ2NhQp06d6M033yRXV1eNn//YsWML7MPBgwfJxMSEateune939eDBA/L39ycAtH79+kKfz19//VXgudC/f/9C66gMivIeUJCPP/5Y/BkXFODv2bOHpFIpubu70+uvv05du3YlS0tLjd/RL7/8YlDbe/fuJVdXV7K2tqbVq1fr9YEyV0WPSzjAZwaLjIwkZ2dnvQP8mJgYsrS0JF9fX/Lz88t3a9SoEaWkpJRO5ysxlUpFEyZMoClTplDr1q3F319hf9xTU1OpWrVq1KFDB7p165bGvitXrlD16tXFupo3b641QN+zZw8JgkCff/45paamituVSiV99913JJVKxTq+//77Qp/LwIEDydHRUev55Ofnp/eIH8um72s6KyuLAgICCADNnTs33/6jR48SAHJ0dKSYmBitdSQkJIgf7LSN2P30008EgGrXrk0ZGRkF9nvfvn1kYmKi8zwYNmxY4U++kvrvv/9IEASqWrWqzm+4Fy5cSACofv36+fapVCpq0aIFffjhh5SYmChuz8zMpJkzZ+r1ISs1NVX8QHDt2jWtZU6fPk0ASCaTUXh4eIHPqVmzZuTm5qbzfDh//nyBx1d0RX0PKMiRI0c0Bnp0BfgRERHk7OxM69ev1xgVj4mJoS5duojHu7i4UFZWVqHtqtVqmj9/vjjSfvPmTYP6XRniEg7wmUHUajV17dpVHFXRJ8CfNWsW+fv7k0qlKp1OskIlJibqPXrz448/Urt27XQGASEhIWRnZyeeD3lHdXO1atWqwMB9+fLl4vHu7u4FjuLfvn2bJBJJpX+zNhZDXtPffPONONUhKipKa5latWoRAJ3B9cSJEwkAValSResbeUZGBtnY2BAAmjNnToF9b9myJU2YMKHgJ8i0yv09DB48WGeZs2fPiufEy9+obN26lT755BOdx/bs2VM8dtmyZVrLbN++nQCQq6urznqUSqU4jWLdunU6yx08eJBMTU3pyZMnOsuwFwx5D9AlJiaG3NzcNP526Arwx40bR/v379e6LykpSWOAQZ9pfp988on4zXFISIjBfa8McQkH+Mwg33zzDTk6Omr84S8owI+PjycbGxvaunVr6XWS6cXR0VGvP+69e/emO3fuFFhm7ty54vkwa9YsjX3R0dHUunXrAo9XKpXk7e2tM5jIa9iwYdSlS5cC62P60/c1nZGRQU5OTuI3NbpMnjxZ/BDwcrD19OlTMjMzIwA0aNAgnXXkXl9ha2ur8Y1PXkeOHCETE5MCp4Ux3Xr06EEAqEOHDjrL3L59W+co/N27dwucn/zrr7+Kx/7www9ay3z99dcEgMzNzUkul+usKzf4W7lypc4ybdq0oXfffVfnfpafvu8Burz++uvUpk0b2rBhQ6EB/svf/r5s3LhxYh2Fvd+sWrWKAJBUKi3SQE9liUvKJA8+K58uX76M+fPnY+PGjahWrZpex6xatQqWlpbo27dvCfeOGUrf1ZxHjhyJOnXqFFimZ8+e4v3ExESNfenp6VixYkWBx0ulUnTt2lVnHbkePnyI7du3Y8KECQV3munFkNf0/v37ERcXBwBo1qyZznItW7YEAKjVamzcuFFj37Zt25CVlaV3HcnJydixY4fWMl988QV69erFaY+LyMXFBQBw9uxZ3Lt3T2uZu3fvAgCcnZ3z/Q3w9/eHVCrVWb+TkxMAQCKRoEuXLgX2ITMzE7/88ovWMrGxseJ51759e61lTp48iXPnzvHfBQPp+x6gzcqVK3HhwgVs27atwPMgV7169Qrcn3u+eHt7o3bt2jrLXbp0CdOmTQMATJ06tUhZtypLXMIBPtNLSkoKhg4divfeew99+vTR65jk5GSsXr0a0dHRcHBwQOPGjbFo0SI8fvy4hHvL9KHPH2UAGDx4cKFlct+oAcDd3V1jn4+PjxiwFbWOXF999RVUKhUGDx4MDw8PjB49GseOHQNVnGy/pcbQ1/Q///wj3vf19dVZzt/fX7x/7Ngxo9cBAGfOnMGZM2ewb98+2NnZoXPnzli/fr3OD4Ysv9wV31UqFYYNG4aUlJR8Zf73v/8BABYuXAgzMzOD6g8NDQUAjBo1SmfA1rVrV/Hv0Mcff4xbt27lK7NhwwYQEd5++200btxYaz2LFy8GkP3BsEaNGvjwww9x8eJFg/pbGen7HvCyoKAgfPrpp9iwYQO8vLyM0pfc82XRokU6+0VEmDx5MtRqNaysrIqUArNSxSVl/A0CKydGjBhBAQEB4teojx8/LnSKzpdffqn1ynSpVErvv/8+xcXFleIzYC/LnRJT3AwKRNkpNHN/vwcPHixSHRMmTBDnVGqbF/nkyRMyNTXVek41a9aMzp49W9ynUakY+prOmyL1jz/+0Fnv06dPxXIWFhZiVgu1Wk1WVlbivosXL+qs49y5c2K5WrVq5dvfrVs3reeBvb09LVu2zKBMGpVVZmYm1alTR/zZNWrUSGNKVe71FlOmTClS/R07dqRGjRpRWlpageXeffddsQ+Ojo4a6W3PnDlD5ubm1K5dO0pOTtZ6fN5z5eVb165dDb74sjIpyntAamoq+fv703vvvSdu27RpU6FTdAqSnJxMNjY2hV5P88svv4jt5G3fEJUpLuEAnxVq69atZGlpqTEvurBgQK1W08CBA6lp06bk5uam9QXl4+NTaI5lVnKMGeCvWbOGAJCzs3ORg6vcPMpTp07Vuv+nn36i1q1bU40aNbQG+lKplL777rviPI1Kw9DXtFqtJplMJu4/c+aMzrrT0tI0fi+hoaFElJ2pJ+/2sLAwnXXknfstkUg0LroODw+ndu3aUYMGDTQu7s5769KlC8XHxxfxp1N53L9/XyOtpbOzM505c4aWL19O1tbW9PPPPxep3rVr11KzZs0oISGh0LLp6enUtm1bsQ8mJib0/fff0+nTp8nOzo4++uijAufnL1q0iFq2bEne3t4kkUjynQsWFhb0+++/F+l5VHRFeQ949913qV69ehpJF4oT4KtUKho8eDCNGzeu0AtemzdvLrZz6NAh2r59Ow0fPpzq1q1Lzs7OVLNmTRo3bpzOtQ4qW1zCAT4r0KNHj8jGxoY2bNigsV2fEfy8oqOj6eeff6aaNWtqvJgcHR154ZEyYswAv2vXrgSAvvrqqyIdHx4eToIgkJmZmV5ZMORyOZ04cYLeeuutfH+gly9fXqQ+VBZFeU0nJCRo/IyvXr2qs36lUqlRNvfN8urVqxrbCwr+Hj58qFE2KSlJZ9ng4GBavHhxvmC/VatWhabZZNlBvo+Pj8YHZUdHR3r06JHBdSUkJIiLpVlZWdHcuXP1SjWYmppK3bt31/j9mZiY0J49ewxqPzU1lfbv36+RdhEACYJAu3btMvj5VHSGvgfs2LGDLCws8n0rUtQA//79++LvytPTkzZu3Kgzg1pYWJjG77R27do0e/ZsunjxIt26dYt+/PFHcnFxISA7peqff/5ZaPsVPS7hAJ/plJWVRS1atNCaRs3QAD9XZmYmffvttxp5z1u2bGnEXjN9GSvAv3nzpjjyUdjX8brMmDGDANDHH39s8LFnzpwRUzPmBij8tbx2RX1NR0REaLwB3rt3T2cbLwf4uYte5c3SA6DAUdmXA/zC8p8TZafsGzlypMZxBaVxZC/ExMSQl5eXxs+uW7duen8LEhwcTIMHDxbTm+a9tWzZssAPaLkUCkW+1al9fX2LPJr6119/aXw7YWNjk28xr8rOkPeAJ0+ekL29vdZUpYYG+AcOHKDu3btr/cblgw8+0Brk583K1LhxY62/ywcPHpCtrS0BIDMzswKnAeZVUeMSDvCZTrNmzSIfHx+NRUxyFTXAz7Vt2zaNF9Phw4eN0GNmCGMF+LkrImrLf6+P0NBQsrKyopo1axb5A8LTp081RmGGDh1apHoquqK+pp89e6bxJlzQ6G56erpG2UuXLhER0YULFzS2F/R1/J07dzTKGhKYffDBB+JxMplMr+CyMpPL5TRq1Chq3749rVq1SkxjCmRf/6DPSL5araaUlBS6ceMGLV68ON/0h379+hVax+rVq8nb25u2bt1KVatWFY+1tramf/75p0jP7datWxr51WfPnl2keioqfd8DlEoltWnThgYMGKB1v6EBvkqlovj4eDpz5gx98MEHGtP/AO3pUPOmYv7ggw901r1s2TKx3GuvvVZoX/KqaHEJB/hMq2PHjpGZmRlduHBB6/7iBvhEL3IgA6DJkycXo7esKIwR4O/evZsA0IwZM4pcR58+fcjMzEyvxU0K8ujRI3HZc1tb2wIXy6qMivOaTk1N1XgDvn37ts52Xp7OkzvP/9atWxrbC/ow9/J0Hl2LrGmjVqs1FlniqRm6JScnU9u2balevXri7+PcuXMaQbG7u7vBaw2kpaXl+zaloLUtpkyZQhYWFmL+86dPn4rX5AAgU1NTnYskFebcuXPiSHGDBg2KVEdFpe97wPz588nLy0vntLriXmT75MkTatq0qViHtkQL7733nrj/iy++0FlXYmKixofU3GuA9FWR4hJOk8nyiYuLw8iRI7FgwQK0atWqxNqZMWOGmHs7JCSkxNphJSMsLAzjx49H165dsWTJkiLVsXbtWvz9999Yv349mjZtWqz++Pr64sMPPwSQnQotPj6+WPVVJMV9TVtZWaFKlSri47S0NJ1lExISNB7nptHz8PDQ2K5vHc7Ozgbl6xYEAcuWLRMf898W7dRqNQYMGICzZ8/ip59+gqWlJQDgtddew4ULF1C9enUAQGRkJAYNGgSVSqV33ZaWlti8eTNee+01cdvp06e1ll20aBFWrVqF+fPni7n23d3dcerUKfTq1QsAoFAoMGzYMERERBj8PF977TUMHDgQAJ8LRXHmzBl88803+O233zT+BhiTt7c3Dhw4ADs7OwDAs2fP8ODBA40ygiCI921tbXXWZWdnp/E37vr16wb1pSLFJRzgs3zWr1+PZ8+eYc6cORAEQest948/AGzZskXcvmDBAr3bMTU1xYABAwAAJiYmxn4arATJ5XIMGjQIbm5u+PPPP4v0+7t48SKmT5+OefPmYfTo0Ubp15AhQ8T7fE69YIzXdP369cX9T58+1dlWbGyseL969epi4GhnZ6exKJW+deRtV1/16tVDgwYNAPB5oMtvv/2GY8eOoWHDhvkWC6pRowZOnjwp/r6uXLmCPXv2GFS/RCLB7NmzxcfaPnCHhITgiy++gImJCcaNG6exz8rKCnv27EG3bt0AZH9oL+pAQu7fBT4XDLd48WJkZWWhXbt2Ov92jBkzRiw/ZswYcfupU6f0bsfV1VXjHHj5fMm7TkruYnm61K1bV7yvbX2HglSkuIQDfJaPQqEotbZyR2wKWvSGvVrUajVGjBiBqKgoHD58WBx1McSjR4/Qp08fjBw5Ulykxhhyz6cqVarA3t7eaPWWd8Z4TXfs2FG8X9DIVt597dq1M3od+uK/LQVbs2YNAOj8Rsfb2xu7d++GRJIdJuzbt8/gNrp37y4uWqTt9bh+/XooFAr4+vrC2dk5335zc3Ps3LlT/KBRlD4AfC4UR2nGA6+//rp4/+XzpWbNmuL9ggYHAMDBwUG87+joaHA/Ksr5Ur4/nrASMWnSJI2RUG2ePn2Krl27AgD69euHr7/+GsCL5ab1pVQqAQD9+/cvQk9ZWZg2bRpOnTqFs2fPil9lGiImJga9evVC69atsX79eqP2jc8n7Yzxmh4wYID4YSwwMFBnPbdv3xbvv/XWWxr7BgwYgK1bt4p15I6UGVKHvpRKJWxsbMTnxDTl/owL+pvdrFkz9OrVCwcOHEBUVJTBbZiZmcHZ2RlRUVFo1qxZkfpgZ2eHjz76CB9//HGR+gDw34Xi+OWXX5Cenl5gmT179mDOnDkAslcbz/05G7rKbe77ia2tbb7Vj3v27AmJRAK1Wo3z588XWE/uCL8gCEWa+llRzhcO8Fk+Tk5OhQbqMplMvG9nZ6extLwhLl++jNdeew1t27Yt0vGsdM2dOxcbN27E8ePHC/ydq9VqceQvr/j4eHTt2hVVq1bF9u3bC1wqXVcdBbl8+TJMTEwwffp0g46r6Izxmm7UqBHat2+PM2fO4NSpUyAijXmxuXLffH19fcU51LnefPNN+Pr6IiQkBCdOnNDZl9w62rdvL061MdSVK1cwadIkcYoQ02RjY4O0tDRER0cXWK5+/fo4cOAA3N3dDW5DoVAgMTERfn5+WgN8GxsbANCrDwCK1Acg+++Cvb093nvvvSIdX5npE6RXrVpV435R44GYmBgAwNtvv51veoyzs7P4YTMwMBBRUVFwc3PTWs/jx48BZH+DZOigI1Bx4hKeosPKzOPHj3Hw4EGsX79ea6DASlbuRXNqtVqv8osWLcLy5cvx119/oUWLFjrLRUVFiRe15ZWYmIju3bvDzMwM+/bt0wgoX7Zlyxb873//06tfeX377beYN28e6tWrZ/CxrHBfffUVJBIJIiMj8e+//+bbHxUVhbNnzwIAvvzyy3xv0lKpFF9++SUA4NKlS3jy5Em+Oq5cuYInT55AEATxWwRD/f7777CxscG8efOKdHxl0KdPHwDA4cOHxRFLbcLCwgAAffv2NbiNvXv3Qi6X49tvv9X6YT23D48ePcK9e/dKpA8KhQIrVqzAypUrNeZxM8PfA0ra9u3bYW9vj/nz52vdv2TJEkgkEiiVSnz//fday6SlpeHYsWOQSCQGXROYq0LFJWWdxoeVT4WlydyxYwe9+eab9O2331JWVla+/dHR0dSmTRs6cuRIKfSWaZO7KI2trW2hZT/77DMSBIGWL19Od+/ezXe7ffs2Xbx4kdatW0deXl60fv16jeNjY2OpSZMmVK1aNTp37pzWOm7cuEHHjx+nKVOmkI2NjUau9rCwMBoyZAiNHz+eQkJCtPZx9uzZ9P777xfvh1KJ6Zv69tNPPyUA1KVLl3ypSMeOHUsAaNiwYQW2NWTIEAJAY8aM0diuUqmoW7duBIDmzJmj9djPP/+c+vfvrzP95aVLl6hZs2YUFhZWYB8qu4iICHJyciIANHfuXK1lLl++TKamptS1a9d8+/bt20czZsygffv2aT02NDSU3N3dafHixTr7oFKpqG3btgSAOnXqRJmZmfnKJCQkUI0aNahq1aoUExOjse/69es0YMAAmjJlSr59RNmLZ73zzjtFXmG7ojPkPaAghaXJVKvVtHLlSpozZw4FBQVprePgwYNka2tb6Hoqy5cvF9e4+O+///LtnzhxIgGgBQsW5NtX2eISDvBZkRQWDPTp00fc7+/vT7/88gs9fPiQgoOD6fvvv6e33nqrwFzarGQkJSXRo0eP6KuvvtLIUf3VV19RSEgIJScn5zsmd5VZfW+WlpYaiws9e/aM6tWrZ1AdI0aM0OhDbr793Po//fRTCgwMpPDwcPrnn39o6NChtGHDhhL/+VVk+gb4SqVSzEk9fPhwun37NgUFBdGwYcMIAI0ePVproJZXenq6uGrp9OnT6cGDB3ThwgXq3r07CYJAs2fP1rqOgVKpJAcHB7Gf3bt3p0OHDlFYWBhdvXqVZs+eTe+99x49f/68mD+NyuHq1aviolJDhw6ls2fP0tOnT+nSpUv02WefkYWFBXXr1k3rYmG5Hw4AULNmzWjbtm10//59CgkJofXr11ODBg1oy5YthfYhLi6O2rRpQwCoefPmtHfvXgoPD6cbN27Q//73P6pWrRr5+vpqXZ06N9gDQA4ODrRkyRK6ceMGhYaG0p9//kkDBw6kvXv3GuVnVVEU5T2gMIUF+HnXwBAEgQYOHEiHDx+m0NBQunXrFs2dO5eaNm2qNWDXJnfRK2dnZ/r5558pJCSErl69SsOHDyeJRKLzA2tli0s4wGdFUlgwEBsbS6NGjSIPDw8yMTEhGxsbqlu3Lk2YMIFOnDhR+h1mRETUu3fvAgPrwYMHa5T/7rvvDArMAdA777yjUUeDBg0MrkPbOfL9999Tw4YNycLCgkxNTcnLy4t69epFGzZs4NVKjcDQxev27NlDHTp0oCpVqpCtrS316tXLoJEvpVJJmzZtohYtWpCNjQ05ODjQW2+9Veib/NWrV6lnz57k6OhIUqmUnJycqFmzZjRv3jxxoSSmv6SkJPriiy+oRYsWZG9vT6ampuTq6kpvvPEG7dixQ+eKw0ePHqU2bdqQnZ0dSSQSsra2purVq1O/fv1o3bp1lJKSoncflEolbd68mbp3707Ozs5kYmJC9vb21KZNG/ruu+901qVUKunzzz8nPz8/Mjc3J5lMRr6+vjRgwAD6/fffKSMjo0g/k4rM0PcAfeiz0NWqVauofv36ZGlpSRKJhKpUqUL+/v40ZswY2r17d4ErW2tz7Ngx6t27Nzk4OJC5uTl5e3vTqFGjxJWztalscYlARPTytB3GGGOMMcZY+cQX2TLGGGOMMVaBcIDPGGOMMcZYBcIBPmOMMcYYYxUIB/iMMcYYY4xVIBzgM8YYY4wxVoFwgM8YY4wxxlgFwgE+Y4wxxhhjFQgH+IwxxhhjjFUgHOAzxhhjjDFWgXCAzxhjjDHGWAXCAT5jjDHGGGMVCAf4jDHGGGOMVSAc4DPGGGOMMVaBmJR1BxhjrDRkZGTgjz/+wA8//AArKyucOnWqrLv0ygkLC8OqVatw6NAhPH78GFZWVujUqRPmzp2LgICAItcbGhqKy5cvIzw8HOnp6bC3t4e/vz9ee+01WFhYiOV27dqFpk2bwsfHxwjPpviePHmCS5cuITo6Gunp6XBzc0OtWrXQqlUrSKXSsu6ewTIzMxEYGIg7d+4gPj4egiDA2dkZPj4+aNWqlcbvYufOnRg0aFAZ9pYxVhw8gs9YBfXFF19AEIR8t/r16yMlJaXQ4x8+fKj1+NzbggULSv5JGEFoaChmzJgBDw8PjB07FleuXCnrLr2S/vrrLzRt2hTNmjXD4cOHsW7dOqSlpWHnzp1o1qwZDh48aFB9SqUSmzdvFgP2qVOn4t9//0VYWBguXLiA6dOnw9nZGe+88w7Onz+PK1eu4N1338WTJ0/w66+/aj3n3N3d8fTpU73aLujcHT16tM5js7Ky8OOPP8Lf3x81a9bE2rVrcfXqVdy9excbN25Ex44d4ebmhhkzZiAxMbHAfnTs2LHAfuh7K+5rLTg4GGPGjIGzszPatm2LdevW4b///sPDhw/xzz//4N1334WDgwP69++PrVu34tixY1i6dGmx2mSMlTFijFVIqampdP/+fVq7di15e3sTAPHWu3dvUqlUBR6vUqkoOjqaLl68SF27diUAZGdnR1u2bKEnT55QWlpaKT2T4rlz5w6dOnWKpk2bJj7/Dh06lHW3XikXLlwgqVRKU6dO1di+detW8WfWpUsXveu7fv06NWzYkABQ/fr16eDBg6RWq/OVu3//Pr399tsa5+bJkydJLpdTSEgIbdmyherXr6+xv0mTJnqdezExMRQUFERDhw4lAGRmZkYrV66khw8fUkpKis5+16pViwDQiBEj6NmzZ/nKxMXF0aRJk0gQBHJycqJ9+/bp7EOHDh1IEASaOXMmBQYGUkREBMXGxlJsbCz99ddf4nPy9PQUt8fGxtLjx4/pwIED1L59ewJAn3/+eaHPVxulUkmLFi0iU1NTkkgkNG3aNHry5InWspcvX6bOnTuLffLy8ipSm4yxVwMH+IxVAvHx8dS0aVONQGnGjBl6H3///n0CQHPmzCnBXpasqKgoDvB1aNy4MQGgX3/9Nd++xYsXk5ubG23evFmvug4dOkRWVlYEgN544w1KT08v9Jhly5ZpBPh5paen0+uvv65x7r711ltaPzBok5aWRiYmJjRs2LACyx04cIAsLCwIAM2ePbvQen/88UcCQFKplH744QetZTp06EALFizQuu/kyZPi8/H29tZaRqlUUvv27YsU4Mvlcurfvz8BIEtLSzpx4kShx6hUKvGDsKWlpcFtGmL37t0lWj9jlR0H+IxVEnfv3tUIkgDQxo0b9To2MzOTANBPP/1Uwr0sObnPgQN8TcHBweLP5cCBA8Wq6/Lly2KQXLt2bb2C+1zvvvuu1gCfiCgjIyPfufvZZ5/pXXfVqlVp7ty5OvdfunSJLC0tCQC1adNG7w8PgwYNIgAkCALt3bs33/5evXrp/LZAnwCfiOjo0aNFCvBzvxkRBMHgYPqNN94gACX2Ld2ZM2f4NchYCeM5+IxVEjKZLN+2999/H2fPni30WDMzMwCAiUn5vS7f1NS0rLvwSrp06ZJ4X9s5oi+5XI4hQ4YgIyMDALBixQqNizYLs2zZMtja2mrdp61fixYtwvbt2/Wq28zMTOe5m56ejgEDBiA9PR0AsHr1agiCoFe93333HaRSKYgII0eORFhYmMb+jh07wtraWq+6dGnZsiVcXV0NOmb16tXYsWMHAGDYsGHo37+/QcevWbMGpqamiI2NNeg4fSiVSsycOdPo9TLGNHGAz1gl88knn4gZQLKysjBgwAA8fvy4jHtV8vQN2iqb6Oho8b5EUvS3hOXLl+PRo0cAgDp16uD111836Hh7e3u89957BZb56KOPYGVlJT4eM2YMLl++bHhn81i2bJl44W6jRo3QpEkTvY/19PRE586dAQDJyclYuHChxv5PPvmkWH0DABsbG0ycOFHv8pGRkZg3bx6A7HP+5T7pw9vbG2+//Tbi4uIMPrYw06ZNw3///Wf0ehljmjjAZ6yS6dWrF1atWiU+jo2NRZ8+ffTKrMMqnrS0tGLXkZmZqXFOvf3220WqZ8SIEQXub9y4MX7//Xfxg0hGRgb69eunV2YdbRQKBVasWCE+NnSkGwAGDBgg3v/ll18QGRlZpL4Yy7Jly8TXcps2bVCjRo0i1TNnzhw4OzsbrV9yuRwTJkzAmjVrjFYnY0w3DvAZq4Q+/PBDTJkyRXx869YtDBs2DGq1Wq/j5XK51nR+L+eW11bmyZMnGmWICKdOncLw4cNhYWEh7n/y5AnGjx8Pd3d3WFtbo3Xr1vlSNQYGBmLo0KFwdXWFlZUV2rVrZ1B+++TkZMybNw81a9aETCZDrVq1MHv2bCQnJxd4nEqlwsaNG9GtWze4uLjAzMwMVatWRf/+/XHs2DGtx8TFxWHFihWoV6+emKbxxo0b6NChA6ytrdGnT58iBdsRERFYsGABGjduDHt7e9jY2KBevXqYPn26OKL+ss2bN2tNwdipUyeN35W+jh07hpiYGPFx+/btDX4eANCwYUN06NChwDJvvvkmvvvuO/FxZGQk+vbtK04NMsS///6rkerSkNH7XI0aNRLvK5VKHDp0yOA6jEWhUGDTpk3i4x49ehS5rrp168LLy0vn/j/++AM9e/aEq6srTE1N4ejoiCZNmuCzzz7D8+fPNcoGBQWhYcOG+Omnn8Rtp0+f1jjXgoKC8rURGBiIMWPGoHr16pDJZLCzs0OrVq3w3Xff6fx9JyYmYvr06fD19YW5uTk8PDwwbNgw/Pzzz+jWrRsePnxYtB8IY+VNWV8EwBgrHY8fP9a4iFGlUokX0+XeZs6cqfN4ALRp0ybxcUREBO3Zs4eqVKmiMwPKkydPaOfOnSSTycQyjx8/JqLsi16//vprqlmzpkYfHj9+TAcPHiQbGxuytLQkExMTcZ9EIqG///6biIi+//57kkqlZGVlRVKpVCxjampK586d0/kckHOR7f3798WUiC/fqlevTg8fPtRaR3h4ODVt2pRGjx5NZ8+epfDwcDpx4oRGppdJkyaJ5S9dukSDBg0iMzMzcf+oUaMoKCiI7OzsNNr9/vvvC/ktalq3bh3JZDLq2LEjHTt2jCIiIujUqVPUs2dPAkDm5ua0evXqfMfJ5XIxJePHH38stv/XX39ppGvU19SpUzWeR0xMjEHPQx8vn38TJ07UaHPQoEE6L4719vbWeqHq3LlzNep49OiRwf1KSUnRqGP48OF6HafvRbaGOH78uEZfinvRtDYKhULMztO1a1cKDAykhw8f0po1a8QLlWvXrq1xgW7e8y23b6+99prGuaZUKsXyarWaZs2aRQEBAbR9+3Z69OgR3b59mz7//HPxb4m/vz+Fh4dr9C0+Pp78/PwoICCAjhw5QmFhYXT+/HkaM2YMCYJAAOjBgwdG/5kw9iriAJ+xSuLlAJ8oOzhp1KiRRlCQN4jKS9e+SZMm6Qzwc+X9IJEb4BMRnT17lgIDA8nR0VHcv2zZMurRowedPXuWiLLTJC5evFjcHxAQQEuXLqXOnTvTpUuXxDILFy4Uy3Ts2FHncwBA9erVIz8/P5o6dSqdOXOGLl++TAsWLBAzwACgunXr5ssikpSURLVq1aJvvvkmX91qtZq6d+8uHr927Voiys5eFBgYSO+//764b/DgwdSmTRs6evQoLV68mGQyGUmlUr1SGeb63//+JwZKCoUiX19yM7wAoFWrVums5/PPPy/091eYvPnTZTJZkeoozMvnn1KpFD/I5N50ZZvRFeCPGjVK4/j4+Pgi9c3c3Fyso127dnodUxIB/jfffKPxfK5evWqUevPKm9L05Q9yX375pbhvzZo1Wo/P+yFbl1mzZlGzZs20ZvH59ddfxTpatGih8aFu+vTpBEBrrv/cvyEc4LPKggN8xioJbQE+UfZIvLu7u/imaWZmRv/++2++43UF+PoEiHkDqbwBfq68o9+68oa3bNlSLDNnzhyto7W5I/JmZmaUlZWl9TkAoCpVqtCFCxfy7b948aJGkL9ixQqN/R999BE5ODjkC6hzrVmzRjzW19dXY9+1a9c0fsZHjhwR90VFRWn9uegSGhoqjpbq+lAQHx8vfnAyMzOjO3fuaC1njAC/Xr16Yh2urq5FqqMw2s6/pKQkjYWwBEGg7du35ztWV4Dfq1cvjYBY1++1ME5OTmId/v7+eh1TEgF+3g/bAHR+C/Wyd955h+zs7HTeGjduLJbN/VAlkUjy1XPx4kWx7cmTJ2ttq7AAPzAwkARBoF27dmndn5qaqvEcz5w5I+5r0KABAaDQ0NB8x2VlZZG7uzsH+KzS4Dn4jFVy1apVw759+8TsJLmZdV6eK1+S7OzsxPujRo3SWqZ58+bi/fHjx2udI16vXj0A2c8h79zqlzVs2BCtWrXKt71ly5aYP3+++PjXX38V76enp2PDhg1ISkqCk5MT7O3t890+/vhjsXxISIjGXOS86RK7dOmCbt26iY9dXV3h4+Ojs78vW7p0KdLT02FtbY127dppLePg4ICxY8cCyP55fPPNN3rXb6jMzEzxfmmmI7W1tcWBAwfg5uYGACAijB49GleuXNHr+JfPIYVCUaR+mJubi/fLMh1r3t+Dtse6LFmyBAcPHkT//v2RlJQk3gBg7dq12L17t1i2TZs2ALRfZ+Hk5CTeL+rF26tXrxZ/j9peY9WqVdMon/d3nZsKddq0aZDL5RrlTE1NMXTo0CL1ibHyqPwmtWaMGU2TJk2wbds29O/fH2q1GrGxsXjzzTdx/vx52NjYlHj7+gRFDg4OhZbJ+0EhN6+5oSZMmIC5c+eCiBAUFASFQgFTU1NcuHAB6enpaNy4sUbAU5C8ed3z5mF3cXEpUt8AQK1W448//gAAuLu7F7g2Qf/+/bF06VIAwL59+6BWq4uVClMXe3t78f7LF1iWNC8vL/z999/o0KEDMjIykJGRgb59++Ly5ctwd3cv8Ni8ASmQfdG1Ibn7c6Wmpor3i/O7La6XXyP65rGvWrUqqlatilatWuHIkSNiJqAPPvgAw4cP1yg7b948jBw5Mt/PNigoCP/73//ExyqVqihPAcePHwcA/PXXX/D19S20fJUqVcT7Xbt2xbVr17B79240aNAAn332GYYOHSq+RpYtW1akPjFWHvEIPmMMANCnTx+NN8Bbt25h+PDhemfWKQ59MrYYmseeiIrUF0dHRzG1oEqlQkJCAgDg3r17ALI/OPj4+Oh1y11vwJgePnwo5ifXtTBUrkaNGokBfUJCgkamG2Py8PAQ76elpRX5w1VRNW/eHFu3bhXPEX0z63h7e2s8LsrCTkSkEeDrE5SWlJe/Bbpz545BxwuCoFFH9erVtZbz9vaGqakp0tPTsX79ejRp0gQTJ05E1apVDe2yhrS0NERERAAALC0t9XqN5f1QP2/ePLRs2RJA9uvknXfega+vL1asWFGkLEuMlWcc4DPGRNOmTcP7778vPt63bx8+/fTTMuxR2cib/zv324XcKT8PHz40Su74osobhOYNLLWxsLDQ+AamqFNQCvPydKfSnN6Va+DAgfj666/Fx1euXMHo0aML/KDXsWNHjcfXr183uN1Hjx5pjFZ37drV4DqM5eXnc+bMGYPryPttmq5v1lQqFZYvXw4vLy8cO3YMmzdvxoULFzBy5EiD28sr77Q6bWkzC2Nra4t///0XX375pfjhNzw8HNOnT4efnx/+/vvvYvWPsfKEA3zGmIbvv/9eI3/20qVLsWXLljLsUelTKpUAAJlMJk57sLS0BJAd3Ozbt6/QOp48eVIi337kDdjDwsIKbSO3vKmpaaFTVoqqd+/eGo/LKhf8rFmz8O6774qPd+zYgUWLFuks36ZNG40RYH3n7ud148YN8b6FhUWZBvj+/v5o2LCh+PjgwYNG/zYlNjYWbdu2xSeffIIVK1Zg586dGm0WR+5rDMieolOYjIyMfAuLmZqaYs6cOXj8+DHmz5+vEej3798fv/32m1H6ytirjgN8xpgGExMT7NixA/Xr1xe3TZgwQWd5Q+d0F3XqTGl69uwZAGgsupR36sJXX32FrKysAusYPXp0iYyY165dW7yoMz09HTdv3iywfG6A17x58xKZMgQA9evX17jYd//+/UWuq7BFxgqzbt06dO7cWXy8cOFCnavLmpubY9KkSeLjP//80+APZXk/7E2cOFGva0VKUt4LvZOSkvDLL78YrW61Wo0333wTFy9exDvvvFPsEfuX2dvbix+4jhw5gvPnzxdYfsuWLThy5IjWfQ4ODli0aBFCQkLEheXUajU++ugjnq7DKgUO8Blj+dja2mL//v1wdXUFgAKD2dzsOwCQkpJSaN25o+OvqsjISHEecN4Apn379mKAfPPmTbz//vs6g8Gff/4ZNjY2GtlVjEUmk+H1118XH//55586y6akpIjXEOjKTmQs3377rTgH/tSpU7h69arBdURERBT4YVIfpqam2LVrF/z9/QFkf6As6IPWtGnTxIttIyIiDPr2ISkpCbt27QKQPa1r1qxZxei5cQwfPhydOnUSHy9atKjYH5pynT17FpcuXQIANGvWzCh15iUIgth3IsLQoUMRGhqqteyzZ8+wePFi9OzZU9zWu3fvfBf3Ojo6YtOmTeLUw4SEBNy9e9fofWfsVcMBPmOVRG6Qo++osre3N/7+++9Cs4rkpigEIL7553X8+HGNEd3c9Ht55X1T1hU06zPyn7dMUafHbNiwAUD2vPJhw4aJ2x0dHTXS7G3atAk9evTQCGSTkpKwaNEivP/++5g5c6bOvhV3ZH/OnDnih40ffvhB688UAE6fPg0AqFmzps7R1rzpBF9OLWiIVq1aYerUqQCyn+u7775rUH2pqakYO3YslixZkm+foeeuvb09Dhw4kC9LjjaOjo7Ytm2b+E3U9OnTC/12Jtcnn3yClJQUSKVSbN++3aAMOnlTWOrbnj4EQcCWLVvE1+WzZ88wfvx4o3xzFh0dLd4PDAzMtz9vMJ73OeV9rmZmZgA0sy0REaKiogBA4xuVsLAwtGzZElu3bhXPJSLC/v370b59e3Tv3l3j78/Tp091zrMfN26ceD/voARjFVbpp95njJWFI0eO7n7jqgAABuhJREFUEADasGGDQcft3LlTXOZd20JXISEh4n5LS0tau3YtPXz4kM6dO0djxoyhNm3a0IABA8SFaT788EN68OAB3b9/X6yjR48e4v7Lly9r7UfuKpUA6MaNG1rLvPXWW2KZixcv5tufu8/Dw0PrapeBgYFkYWFBNWrUoGfPnuXb/+zZM3Jzc9NYaAcAOTo6koeHh/hzGDt2bL5jb9y4IZZv1qyZ1v4bYtGiRWJ9b7/9NqlUKo39mZmZ1KJFCzI1NdVYDOhleX9mulYf1ZdCoaC+ffuK9fXo0YOSkpIKPS4xMZF69uxJp06d0rr//v37BIDmzZtnUH/OnTsnrjKra5XbXBs2bCATExMCQOPHj9e6kFpeq1atEhcR27p1q0H9IiJat26d+HOSSqVaV20tjhs3bmgsYPfuu+9SZmZmocd16NBBPObl13vec1gikdCaNWsoISGBbt68SZMmTaLq1auL+wMCAigqKopGjx5Njx49Euvw8vIiAGRiYkJ3794lIqIlS5bQnj17xDKjR4/O9xqTyWTk4+MjLkRXtWpVio6O1uhfQEAAOTk5afxtybVnzx4CQI0aNTLgp8hY+cUBPmMVWFZWFj179oyOHTtGderUIQBUs2ZN+ueff+jp06ckl8v1qufrr7/WGeATEY0fPz7fGzIA6tWrF6WmpmqsZGtubk7Dhg2jq1evUlRUFO3atUsMwgDQm2++SXfv3qXk5GQiIoqMjKRDhw6Ri4uLWOatt96imzdvUkpKChERPX36lHbt2kXW1tZimb59+9KtW7coIyND7Oenn35KMpmMAJCdnR19+eWXdOvWLQoNDaUffviB7OzsqGvXrlqD+1x37tzRCGRevvXu3VujzdTUVLp27ZpG4AuAFi5cSA8ePCjy6qlERJ999hlJpVICQN27d6dTp07R06dP6dSpU9ShQwdycnLSGjRnZWVRZGQk/fjjj2JQC4C8vLzo6NGjFBMTQ6mpqUXqk0KhoGnTpokfdry9vemXX37Req7J5XL69ddfqW3btnT+/HmNfSqViqKjo+ncuXPUpk0bAkAuLi60Y8cOCgsL0zsg3rZtm14BPhFpnGf9+vWjsLCwfGUiIyPFANTd3V3nSsLayOVyioiIoN27d5Orq6vG+TB06FAKCgqi2NhYvesrTGRkJL3xxhtiGw0aNKC///6blEplvrKpqan0888/i6vy2tjY0PHjx/OVy7vqdN7bO++8Q7GxsRrnk0QioZ9++knj+MmTJ4v7zczMyM3NjQYOHKjxgSozM5Peeecdna8xZ2dnunr1ar6+BQQEiH1fsGABXbp0iUJDQ+mPP/4gNzc3qlatms4VnRmraDjAZ6wCO3nypM43SQD53nwLMnbsWJ0BvlKppIULF5K3tzfJZDIKCAigNWvWiKPKo0aNIj8/P1q2bBnFxcWJx1WrVk1n36ZMmUJERI6OjjrLzJo1i4iowOf4cp9jYmLo22+/pY4dO5KjoyOZmppS1apVaeDAgXTgwAG9fhZpaWm0ZMkSatKkCVlZWZGVlRW1bNmSfvrpp3wj6bkfjnTdLly4oFebugQGBtK7775Lvr6+JJPJyNnZmVq1akVLly6l+Ph4rcccPHiwwD4BoPfee69Y/frvv/+oX79+YsBna2tLXbt2pbFjx9Lo0aOpS5cu5O/vT3PmzKHnz5/nO/7x48cF9m/u3Ll692XRokV6BfhERMnJyTRv3jxyd3cniURCbdq0odGjR9M777xDbdq0IYlEQp6enrRw4UKDR903bdpU6M9dKpUaVKc+Tp8+TYMGDRJHv11cXKhfv3703nvv0ahRo6ht27Ykk8lIEARq2bIlLV++nBITE7XWlZKSQpMnTyZPT0+ysLCg1q1b0+7du8X9CxYsIGtra2rcuDEdPHgw3/FpaWk0fvx4srW1JQ8PD/rss890frNw8OBBevPNN8nZ2ZnMzMzIx8eHJk+eTFFRUVrL5wb4eW8mJiZUq1Yt+vTTTykhIaEIPz3GyieBqByktGCMMVYupaSk4MKFC3jw4AESExMhlUrh7OyMhg0bomnTpiWysq4xEBGuXr2KO3fuiHPP3dzcUK9ePTRu3LiMe1c0WVlZuHbtGoKDgxETE4OMjAxYWFjAzs4ONWvWRMOGDeHo6FjW3WSMGQEH+IwxxhhjjFUgr+bQCWOMMcYYY6xIOMBnjDHGGGOsAuEAnzHGGGOMsQqEA3zGGGOMMcYqEA7wGWOMMcYYq0A4wGeMMcYYY6wC4QCfMcYYY4yxCoQDfMYYY4wxxioQDvAZY4wxxhirQDjAZ4wxxhhjrALhAJ8xxhhjjLEKhAN8xhhjjDHGKhAO8BljjDHGGKtAOMBnjDHGGGOsAvk/nBNZ58eyf6sAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from total_plot import plot_it\n",
    "import numpy as np\n",
    "\n",
    "x_labels = [45, 1225, 4005, 8385, 14365]\n",
    "idx_ratio_1 = [1/190, 1/1770, 1/4950, 1/9700, 1/16113]\n",
    "\n",
    "optimal_ratio = [\n",
    "    0.953333333,\n",
    "    0.626818302,\n",
    "    0.481548225,\n",
    "    0.560808904,\n",
    "    0.460808904,]\n",
    "optimal_ratio_1 = [\n",
    "    0.818743563,\n",
    "    0.809333387,\n",
    "    0.809341144,\n",
    "    0.823960065,\n",
    "    0.813960065,]\n",
    "swap_vals = np.array([\n",
    "    [503, 0],\n",
    "    [9461, 0],\n",
    "    [42263, 0],\n",
    "    [100002, 0],\n",
    "    [214799, 0],\n",
    "])\n",
    "greedy_vals = np.array([\n",
    "    [142, 902],\n",
    "    [3068, 21514],\n",
    "    [13486, 74532],\n",
    "    [30379, 164531],\n",
    "    [61036, 306705],\n",
    "])\n",
    "optimal_vals = np.array([\n",
    "    [142, 902],\n",
    "    [3068, 21514],\n",
    "    [13486, 74532],\n",
    "    [30379, 164531],\n",
    "    [61036, 306705],\n",
    "])\n",
    "\n",
    "colors = ['#436691', '#f7d27d', '#da695c']  # 分别对应 swap, greedy, optimal 的颜色\n",
    "\n",
    "# 分别对应 swap, greedy, optimal 的颜色\n",
    "border_colors = ['#436691', '#f7d27d', '#da695c']\n",
    "\n",
    "plot_it(swap_vals, greedy_vals, optimal_vals, idx_ratio_1, optimal_ratio,\n",
    "        optimal_ratio_1, x_labels, colors, border_colors, 'fig/cnot_num_vqa.pdf')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "qiskit_env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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